Repository: mgg39/Quantum-tech-papers
Branch: main
Commit: 0854090cf16d
Files: 39
Total size: 88.0 MB

Directory structure:
gitextract_xuh1h2o1/

├── .devcontainer/
│   └── devcontainer.json
├── .gitignore
├── .streamlit/
│   └── config.toml
├── README.md
├── app/
│   ├── __init__.py
│   ├── pages/
│   │   ├── __init__.py
│   │   └── graph_visualization.py
│   └── streamlit_app.py
├── config.yaml
├── data/
│   ├── enriched/
│   │   └── papers_data_enriched.csv
│   ├── inputs/
│   │   └── papers_data.csv
│   └── outputs/
│       ├── sbert_embeddings.pkl
│       ├── sbert_model/
│       │   ├── 1_Pooling/
│       │   │   └── config.json
│       │   ├── README.md
│       │   ├── config.json
│       │   ├── config_sentence_transformers.json
│       │   ├── model.safetensors
│       │   ├── modules.json
│       │   ├── sentence_bert_config.json
│       │   ├── special_tokens_map.json
│       │   ├── tokenizer.json
│       │   ├── tokenizer_config.json
│       │   └── vocab.txt
│       ├── tfidf_matrix.pkl
│       ├── tfidf_vectorizer.pkl
│       └── train_data_with_clean.csv
├── i18n/
│   └── en.json
├── instruction.md
├── main.py
├── packages.txt
├── pipelines.py
├── requirements.txt
└── src/
    ├── __init__.py
    ├── config_loader.py
    ├── enrich_papers_incremental.py
    ├── extract_papers_to_csv.py
    ├── inference.py
    ├── preprocessing.py
    └── training.py

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__pycache__/
.ipynb_checkpoints/
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[server]
runOnSave = false


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FILE: README.md
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---
title: Quantum Tech Papers
emoji: 🧑‍🔬
colorFrom: blue
colorTo: indigo
sdk: streamlit
sdk_version: "1.42.0"
app_file: main.py
pinned: false
---
# Quantum-tech-papers

This repository contains a list of some of the papers and publications, I have read through my journey through quantum.

I began working on this project through my undergraduate years and currently continue mantaining it in grad school.

The objective of this project is not to curate a list of the most recommended publications for a beginner in quantum tech, but rather to build a journal (of sorts) that depics my journey through quantum publications. The full list of reads can be found here, but other branches include year by year breakdowns. The topics presented in this compilation often reflect my work and surges in interest through my time in this industry.

An interactive web application is now available to navigate the collection, perform semantic searches, and explore relationships between authors, papers, and keywords through graph visualizations. Paper metadata enrichment including abstracts, keywords, authors, journals, and publication links (sourced via external APIs) is also integrated

Access the web application:

[![Streamlit App](https://img.shields.io/badge/Streamlit-Open_App-brightgreen?logo=streamlit)](https://quantum-tech-papers.streamlit.app/)

Re-curring topics on this list include:

- Quantum protocol design
- Quantum algorithms
- The Quantum internet
- Silicon based quantum technologies
- Ion traps
- The Hong-Ou-Mandel effect
- Quantum circuits
- Programmable quantum gates
- Quantum error correction
- Quantum error mitigation
- Electron-spin states
- Commercial and philosophical views on quantum technologies
- Quantum repeater architectures
- Quantum memories
- Experimental simulating tools
- Quantum markets and hype
- Quantum Machine Learning (QML)
- Constructor theory
- Physical information
- Quantum Neural Networks (QNNs)

I no longer update this list due to time constraints (simply dropping my current Zotero library wouldn’t be useful - diminishing returns and all). However, I hope this repository remains helpful for students beginning their journey into quantum, as it reflects my first three years in the field (up to the first few months of my PhD) through papers.

I still welcome contributions in the Recommended Reads branch and would love to curate a strong list of student-recommended readings for future learners.

Originally this repo contained the physical versions of the papers mentioned, but due to space, these had to be removed. They can still be found in the year by year breakdowns, but the main branch now only contains the full list in alphabetical order of papers and publications. These are as follows:

- 2D materials for quantum information science
       https://www.nature.com/articles/s41578-019-0136-x
- 18th Conference on the Theory of Quantum Computation, Communication and Cryptography
       https://inspirehep.net/files/36042b35a0a8b68d0c63390592af9491
- A Grand Unification of Quantum Algorithms - John M. Martyn, Zane M. Rossi, Andrew K. Tan, Isaac L. Chuang
       https://arxiv.org/abs/2105.02859
- A Preprocessing Perspective for Quantum Machine Learning Classification Advantage in Finance Using NISQ Algorithms - Javier Mancilla, Christophe Pere 
       https://www.mdpi.com/1099-4300/24/11/1656
- A Review of Quantum Computer Energy Efficiency - Nelly Elsayed† Anthony S. Maida† Magdy Bayoumi
       https://ieeexplore.ieee.org/abstract/document/8767125
- A Tutorial on Quantum Error Correction - Andrew M. Steane
       https://www2.physics.ox.ac.uk/sites/default/files/ErrorCorrectionSteane06.pdf
- A generalization of the stabilizer formalism for simulating arbitrary quantum circuits - Theodore J. Yoder   
       https://www.scottaaronson.com/showcase2/report/ted-yoder.pdf
- A photonic cluster state machine gun - Netanel H. Lindner, Terry Rudolph
       https://arxiv.org/abs/0810.2587
- A quantum walk control plane for distributed quantum computing in quantum networks - Matheus Guedes de Andrade, Wenhan Dai, Saikat Guha, Don Towsley
       https://arxiv.org/abs/2106.09839
- Active learning of quantum system Hamiltonians yields query advantage - Arkopal Dutt, et.al 
       https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.5.033060
- Advances in Silicon Quantum Photonics - Jeremy C. Adcock; Jueming Bao; Yulin Chi; Xiaojiong Chen; Davide Bacco; Qihuang
       https://ieeexplore.ieee.org/document/9205209/authors#authors
- Advances in Quantum Cryptography - S. Pirandola, et.al 
       https://arxiv.org/pdf/1906.01645.pdf
- Advantages and Bottlenecks of Quantum Machine Learning for Remote Sensing - Daniela A. Zaidenberg, Alessandro Sebastianelli, Dario Spiller, Bertrand Le Saux, Silvia Liberata Ullo https://arxiv.org/abs/2101.10657 or https://ieeexplore.ieee.org/document/9553133
- All-photonic quantum repeaters - Koji Azuma, Kiyoshi Tamaki & Hoi-Kwong Lo
       https://arxiv.org/abs/1309.7207
- An Algebraic Language for Distributed Quantum Computing - Mingsheng Ying, Yuan Feng
       https://ieeexplore.ieee.org/document/4745631
- An Architecture for Meeting Quality-of-Service Requirements in Multi-User Quantum Networks - Matthew Skrzypczyk, Stephanie Wehner
       https://arxiv.org/abs/2111.13124
- An energy efficient multipliers using reversible gates
       https://www.researchgate.net/publication/347857423_An_energy_efficient_multipliers_using_reversible_gates
- An introduction to measurement based quantum computation - Richard Jozsa
       https://arxiv.org/abs/quant-ph/0508124
- Anti-Hong-Ou-Mandel effect with entangled photons - Anton N. Vetlugin, Ruixiang Guo, Cesare Soci, Nikolay I. Zheludev
       https://arxiv.org/abs/2105.05444
- Assembly and coherent control of a register of nuclear spin qubits
       https://arxiv.org/abs/2108.04790
- Automated distribution of quantum circuits via hypergraph partitioning - Pablo Andrés-Martínez, Chris Heunen
       https://arxiv.org/abs/1811.10972
- Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer - J. Eli Bourassa, Rafael N. Alexander, Michael Vasmer, Ashlesha Patil, ...
       https://arxiv.org/abs/2010.02905
- Bootstrap Embedding on a Quantum Computer -Yuan Liu, et.al.
       https://arxiv.org/pdf/2301.01457.pdf
- Channel Waveguides in Lithium Niobate and Lithium Tantalate- Yi Lu, Benjamin Johnston, Peter Dekker, Michael J Withford, Judith M Dawes
       https://pubmed.ncbi.nlm.nih.gov/32867367/
- Classical, quantum and total correlations - L Henderson and V Vedral
       https://iopscience.iop.org/article/10.1088/0305-4470/34/35/315
- Coherent shuttle of electron-spin states - T. Fujita, T. A. Baart, C. Reichl, W. Wegscheider, L. M. K. Vandersype
       https://arxiv.org/abs/1701.00815
- Commercial applications of quantum computing - Francesco Bova, Avi Goldfarb, Roger G. Melko
       https://epjquantumtechnology.springeropen.com/articles/10.1140/epjqt/s40507-021-00091-1
- Comparing coherent and incoherent models for quantum homogenization - Anna Beever, Maria Violaris, Chiara Marletto, and Vlatko Vedral
       https://arxiv.org/pdf/2309.15741.pdf
- Conservation Laws Reveal the Quantumness of Gravity - Tianfeng Feng, Chiara Marletto, Vlatko Vedral
       https://arxiv.org/abs/2311.08971
- Constructor Theory of Information - David Deutsch, Chiara Marletto
       https://arxiv.org/abs/1405.5563
- Constructor Theory of Life - Chiara Marletto
       https://arxiv.org/abs/1407.0681
- Constructor Theory of Probability
       https://arxiv.org/abs/1507.03287
- Constructor Theory of Thermodynamics - Chiara Marletto
       https://arxiv.org/abs/1608.02625
- Continued Fractions and Probability Estimations in Shor’s Algorithm: A Detailed and Self-Contained Treatise -Johanna Barzen and Frank Leymann
       https://arxiv.org/abs/2205.01925
- Deep Learning with Coherent Nanophotonic Circuits - Yichen Shen
       https://arxiv.org/pdf/1610.02365.pdf
- Designing a Quantum Network Protocol - Wojciech Kozlowski, Axel Dahlberg, Stephanie Wehner
       https://arxiv.org/abs/2010.02575
- Discrete simulation of quantum walks - Madita Willsch, Dennis Willsch, Kristel Michielsen, and Hans De Raedt
       https://www.frontiersin.org/articles/10.3389/fphy.2020.00145/full
- Disentangling Hype from Practicality: On Realistically Achieving Quantum Advantage - Torsten Hoefler, Thomas Haner and Matthias Troyer
       https://arxiv.org/pdf/2307.00523.pdf
- Distribution of entanglement in large-scale quantum networks - S Perseguers, G J Lapeyre Jr, D Cavalcanti, M Lewenstein and A Acin
       https://iopscience.iop.org/article/10.1088/0034-4885/76/9/096001/pdf
- Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing - M. Cerezo et. al.
       https://arxiv.org/pdf/2312.09121.pdf
- Efficient parametric frequency conversion in lithium niobate nanophotonic chips - Jia-yang Chen, Yong Meng Sua, Zhao-hui Ma, Chao Tang, Zhan Li, Yu-ping Huang
       https://arxiv.org/abs/1903.08722
- Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate - Jawaher Almutlaq, et. al.
       https://arxiv.org/pdf/2310.19895.pdf
- Elementary gates for quantum computation - Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, ...
       https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457?cm_mc_uid=43781767191014577577895&cm_mc_sid_50200000=1460741020
- Energy-Efficient Superconducting Computing—Power Budgets and Requirements
       https://ieeexplore.ieee.org/abstract/document/6449287
- Error Correcting Codes in Quantum Theory, Andrew Steane
       https://users.physics.ox.ac.uk/~Steane/pubs/Steane_PRL95.pdf 
- Energy-Efficient Superconducting Computing—Power Budgets and Requirements
       https://ieeexplore.ieee.org/abstract/document/6449287
- Energy & Information - Myron Tribus and Edward C. McIrvine
       https://www.jstor.org/stable/24923125?saml_data=eyJzYW1sVG9rZW4iOiIzYThiNDZlMi1iZGVhLTRlMGQtOGExOC03YzQ2ZDZkNzQyNWQiLCJpbnN0aXR1dGlvbklkcyI6WyJiN2JlMjYxZS1hOWVhLTRiZGYtOWVjNS00ZWVkN2NhNTI5NzIiXX0#metadata_info_tab_contents
- Entanglement in Many-Body Systems - Luigi Amico, Rosario Fazio, Vlatko Vedral
       https://arxiv.org/pdf/quant-ph/0703044.pdf
- Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of Noisy Quantum Signal Processing - Andrew K. Tan, Yuan Liu, Minh C. Tran, Isaac L. Chuang
       https://arxiv.org/pdf/2301.08542.pdf
- Establishing the quantum supremacy frontier with a 281 Pflop/s simulation
       https://iopscience.iop.org/article/10.1088/2058-9565/ab7eeb/pdf?casa_token=fqUuMeRiHW8AAAAA:-qCFEf4B8q71vIHgiBtzWC_CMtpzILLTB5PaGoVOSn-EugRt6crwFnEY65HH3AwY_zVOkq2gmQ
- Experimental demonstration of memory-enhanced quantum communication - Mihir K. Bhaskar, Ralf Riedinger, Bartholomeus Machielse, David S. Levonian,...
       https://arxiv.org/abs/1909.01323
- Experimental Estimation of Quantum State Properties from Classical Shadows - G.I. Struchalin, Ya.A. Zagorovskii, E.V. Kovlakov, S.S.Straupe, S.P. Kulik
       https://arxiv.org/abs/2008.05234 
- Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits - Ming Gong, Xiao Yuan, Shiyu Wang, Yulin Wu, ...
       https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&ved=2ahUKEwiH6f7Sk8n5AhW6S0EAHYpcCL0QFnoECAsQAQ&url=https%3A%2F%2Fora.ox.ac.uk%2Fobjects%2Fuuid%3A5b2e5204-7746-4569-807e-77654a77313a%2Ffiles%2Fs0v838175c&usg=AOvVaw3l2-7GFf0m6Fw14IpYljjx
- Experimental violation of Bell inequalities for multi-dimensional systems - Hsin-Pin Lo1, Che-Ming Li2, AtsushiYabushita1, Yueh-NanChen3, Chih-Wei Luo1 & Takayoshi Kobayashi
       https://www.nature.com/articles/srep22088
- Exponential speedups for quantum walks in random hierarchical graphs - Shankar Balasubramanian, Tongyang Li, and Aram Harrow
       https://arxiv.org/abs/2307.15062
- Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by Classical Error-Correcting Codes - Ching-Yi Lai, Yi-Cong Zheng, and Todd A. Brun
       https://arxiv.org/abs/1605.05647
- Field-Deployable Quantum Memory for Quantum Networking - Yang Wang, Alexander N. Craddock, Rourke Sekelsky, Mael Flament, and Mehdi Namazi
       https://journals.aps.org/prapplied/abstract/10.1103/PhysRevApplied.18.044058
- Field-linked resonances of polar molecules
       https://www.nature.com/articles/s41586-022-05651-8
- Five open problems in theory of quantum information - Paweł Horodecki, Łukasz Rudnicki, Karol Życzkowski
       https://arxiv.org/abs/2002.03233
- Foundations for Near-Term Quantum Natural Language Processing - Bob Coecke, Giovanni de Felice, Konstantinos Meichanetzidis, Alexis Toumi
       https://arxiv.org/abs/2012.03755
- Fundamental Principle of Information-to-Energy Conversion - Antonio Alfonso-Faus
       https://arxiv.org/abs/1401.6052
- Fusion-based quantum computation - Sara Bartolucci, Patrick Birchall, Hector Bombin, Hugo Cable, Chris Dawson, Mercedes Gimeno-Segovia, Eric Johnston, ...
       https://arxiv.org/abs/2101.09310
- Gate Set Tomography - Erik Nielsen, John King Gamble, Kenneth Rudinger, Travis Scholten, Kevin Young1, and Robin Blume-Kohout
       https://arxiv.org/abs/2009.07301
- Generalized GHZ States and Distributed Quantum - Anocha Yimsiriwattana, Samuel J. Lomonaco Jr
       https://arxiv.org/abs/quant-ph/0402148
- Generation of broadband correlated photon-pairs in short thin-film lithium-niobate waveguides - Bradley S. Elkus, et. al
       https://opg.optica.org/directpdfaccess/02ed958b-dc38-449c-b5d94c4360c660b2_424684/oe-27-26-38521.pdf?da=1&id=424684&seq=0&mobile=no 
- High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides - Jie Zhao, Chaoxuan Ma, Michael Rüsing, and Shayan Mookherjea
       https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.163603 
- How many qubits are needed for quantum computational supremacy? - Alexander M. Dalzell1, Aram W. Harrow, Dax Enshan Koh, and Rolando L. La Placa 
       https://quantum-journal.org/papers/q-2020-05-11-264/
- Implementation of multidimensional quantum walks using linear optics and classical light - Sandeep K. Goyal, Filippus S. Roux, Andrew Forbes, and Thomas Konrad
       https://journals.aps.org/pra/abstract/10.1103/PhysRevA.92.040302
- Implementing Post-quantum Cryptography for Developers - Julius Hekkala, Kimmo Halunen and Visa Vallivaara
       https://www.scitepress.org/Papers/2022/107862/107862.pdf
- Implementing the quantum random walk - B. C. Travaglione, G. J. Milburn
       https://arxiv.org/abs/quant-ph/0109076
- Interference in Quantum Field Theory: Detecting Ghosts with Phases - Chiara Marletto, Vlatko Vedral
       https://onlinelibrary.wiley.com/doi/full/10.1002/andp.202200530
- Is quantum computing green? An estimate for an energy-efficiency quantum advantage - Daniel Jaschke and Simone Montangero
       https://arxiv.org/pdf/2205.12092.pdf
- lambeq: An Efficient High-Level Python Library for Quantum NLP - Dimitri Kartsaklis, Ian Fan, Richie Yeung, Anna Pearson, Robin Lorenz,...
       https://arxiv.org/abs/2110.04236
- Large-scale optical characterization of solid-state quantum emitters - Madison Sutula, et. al.
       https://arxiv.org/pdf/2210.13643.pdf
- Linear growth of quantum circuit complexity, by Jonas Haferkamp, Philippe Faist , Naga B. T. Kothakonda, Jens Eisert, and Nicole Yunger Halpern.
       https://www.nature.com/articles/s41567-022-01539-6
- Locality in the Schrodinger Picture of Quantum Mechanics - Vlatko Vedral
       https://arxiv.org/pdf/2312.04701.pdf
- Memory cost of quantum protocols - Alessandro Bisio, Giacomo Mauro D’Ariano, and Paolo Perinott
       https://www.researchgate.net/publication/51965796_Memory_cost_of_quantum_protocols
- Microwave Quantum Memristors - X.-Y. Qiu, S. Kumar, F. A. Cárdenas-López, G. Alvarado Barrios, E. Solano, F.Albarrán-Arriagada
       https://arxiv.org/abs/2311.06925
- Mitigating the quantum hype - Olivier Ezratty
       https://arxiv.org/abs/2202.01925
- Mitiq: A software package for error mitigation on noisy quantum computers - Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J. Karalekas, Andre A. Alves, ...
       https://arxiv.org/abs/2009.04417
- Multi-state quantum simulations via model-space quantum imaginary time evolution - Takashi Tsuchimochi, Yoohee Ryo, Siu Chung Tsang, Seiichiro L. Ten-no
       https://arxiv.org/abs/2206.04494
- Multiple Particle Interference and Quantum Error Correction, Andrew Steane
       https://arxiv.org/abs/quant-ph/9601029
- Multiple Particle Interference and Quantum Error Correction - Andrew Steane 
       https://arxiv.org/abs/quant-ph/9601029Multiplexed quantum repeaters
- Multiplexed quantum repeaters based on dual-species trapped-ion systems - Prajit Dhara, Norbert M. Linke, Edo Waks, Saikat Guha, Kaushik P. Seshadreesan
       https://arxiv.org/abs/2105.06707
- NetSquid, a NETwork Simulator for QUantum Information using Discrete events - Tim Coopmans, Robert Knegjens, Axel Dahlberg, David Maier, Loek Nijsten, ...
       https://arxiv.org/abs/2010.12535
- Noisy dynamical systems evolve error correcting codes and modularity - Trevor McCourt, Ila R. Fiete, and Isaac L. Chuang
       https://arxiv.org/pdf/2303.14448.pdf
- Observable Thermalization: Theory, Numerical and Analytical Evidence - Lodovico Scarpa, Fabio Anza,Vlatko Vedral
       https://arxiv.org/pdf/2309.15173.pdf
- On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification - Alessandro Sebastianelli, Daniela A. Zaidenberg, Dario Spiller, Bertrand Le Saux, Silvia Liberata Ullo https://arxiv.org/abs/2109.09484 or https://ieeexplore.ieee.org/document/9647979
- On the CNOT-cost of TOFFOLI gates - Vivek V. Shende, Igor L. Markov
       https://dl.acm.org/doi/10.5555/2011791.2011799
- One-Dimensional Quantum Walks - Andris Ambainis, Eric Bach, Ashwin Nayak, Ashvin Vishwanath, John Watrous
       https://dl.acm.org/doi/10.1145/380752.380757
- Optimal architectures for long distance quantum communication - Sreraman Muralidharan, Linshu Li, Jungsang Kim, Norbert Lütkenhaus, Mikhail D. Lukin & Liang Jiang
       https://www.nature.com/articles/srep20463
- Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction - Daniel Fry, Amol Deshmukh, Samuel Yen-Chi Chen, Vladimir Rastunkov, Vanio Markov
        https://arxiv.org/abs/2303.05488
- Option Pricing using Quantum Computers Nikitas Stamatopoulos, Daniel J. Egger, Yue Sun, Christa Zoufal2,3, Raban Iten2,3, Ning Shen1,
and Stefan Woerner
       https://arxiv.org/abs/1905.02666
- Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer via parity detection - Dong Li, Bryan T. Gard, Yang Gao3, Chun-Hua Yuan1, Weiping Zhang1, Hwang Lee, Jonathan P. Dowling
       https://arxiv.org/abs/1603.09019
- Photonic resource state generation from a minimal number of quantum emitters - Bikun Li, Sophia E. Economou, and Edwin Barnes     
       https://www.nature.com/articles/s41534-022-00522-6
- Position paper: Green Networking Metrics - draft-cx-green-metrics
       https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Clemm-Dong-Mirsky-Ciavaglia-Tantsura-Odini_Green-Networking-Metrics.pdf
- Power of sequential protocols in hidden quantum channel discrimination - Sho Sugiura, et.al 
       https://arxiv.org/pdf/2304.02053.pdf
- Practical Benchmarking of Randomized Measurement Methods for Quantum Chemistry Hamiltonians - Arkopal Dutt, et.al 
       https://arxiv.org/pdf/2312.07497.pdf
- Practical randomness and privacy amplification - Cameron Foreman, Sherilyn Wright, Alec Edgington, Mario Berta, Florian J. Curchod
       https://arxiv.org/abs/2009.06551
- Predicting Many Properties of a Quantum System from Very Few Measurements - Hsin-Yuan Huang, Richard Kueng, John Preskill
       https://arxiv.org/abs/2002.08953
- Programmable Heisenberg interactions between Floquet qubits - Long B. Nguyen, Yosep Kim, Akel Hashim, Noah Goss, Brian Marinelli, ... 
       https://arxiv.org/abs/2211.10383
- Proposal for room-temperature quantum repeaters with nitrogen-vacancy centers and optomechanics - Jia-Wei Ji, Yu-Feng Wu, Stephen C. Wein, ...
       https://arxiv.org/abs/2012.06687
- Protocols for creating and distilling multipartite GHZ states with Bell pairs - Sébastian de Bone, Runsheng Ouyang, Kenneth Goodenough, David Elkouss
       https://arxiv.org/abs/2010.12259
- Quantum algorithm for linear systems of equations - Aram W. Harrow, Avinatan Hassidim, and Seth Lloyd
       https://arxiv.org/pdf/0811.3171.pdf
- Quantum Computational Supremacy - Aram W. Harrow, Ashley Montanaro
       https://arxiv.org/pdf/1809.07442.pdf
- Quantum computing at the frontiers of biological sciences - Prashant S. Emani, et. al.
       https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8254820/
- Quantum Data Center: Theories and Applications - Junyu Liu, Connor T. Hann, and Liang Jiang1
       https://arxiv.org/abs/2207.14336
- Quantum Internet Protocol Stack a Comprehensive Survey - Jessica Illiano, Marcello Caleffi, Antonio Manzalini, Angela Sara Cacciapuoti
       https://arxiv.org/abs/2202.10894
- Quantum Particles and Classical Particles - Nathan Rosen
       https://link.springer.com/article/10.1007/BF00735376
- Quantum principal component analysis - Seth Lloyd, Masoud Mohseni and Patrick Rebentrost
       https://www.nature.com/articles/nphys3029#Sec2
- Quantum simulator enables first microscopic observation of charge carriers pairing
       https://www.mpq.mpg.de/6803661/01-magnetic-pairing
- Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model - Reinhard F. Werner
       https://journals.aps.org/pra/pdf/10.1103/PhysRevA.40.4277
- Quantum Support Vector Machine for Big Data Classification
       https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.113.130503
- Quantum supremacy using a programmable superconducting processor - Frank Arute1, Kunal Arya1, Ryan Babbush1, Dave Bacon
       https://www.nature.com/articles/s41586-019-1666-5
- Quantum Switch for the Quantum Internet: Noiseless Communications through Noisy Channels - Marcello Caleffi, Angela Sara Cacciapuoti
       https://arxiv.org/abs/1907.07432
- Quantum advantage in learning from experiments - Hsin-Yuan Huang, Michael Broughton, Jordan Cotler, Sitan Chen, Jerry Li, ...
       https://arxiv.org/abs/2112.00778
- Quantum communications and cryptography - Alexander V. Sergienko
       https://people.bu.edu/alexserg/Impression_Book.pdf
- Quantum computational advantage using photons - Han-Sen Zhong, Hui Wang, Yu-Hao Deng, Ming-Cheng Chen, Li-Chao Peng, Yi-Han Luo, Jian Qin, ...
       https://www.science.org/doi/10.1126/science.abe8770
- Quantum computational advantage with a programmable photonic processor - Lars S. Madsen, Fabian Laudenbach, Mohsen Falamarzi. Askarani, ...
       https://www.nature.com/articles/s41586-022-04725-x
- Quantum computing with photons - introduction to the circuit model, the one way quantum computer, and the fundamental principles of photonic experiments 
       https://iopscience.iop.org/article/10.1088/0953-4075/48/8/083001
- Quantum Computing - Andrew Steane
       https://arxiv.org/abs/quant-ph/9708022
- Quantum information processing with bosonic qubits in circuit QED - Atharv Joshi, Kyungjoo Noh, and Yvonne Y Gao
       https://iopscience.iop.org/article/10.1088/2058-9565/abe989/pdf
- Quantum mechanics with real numbers: entanglement, superselection rules and gauges - Vlatko Vedral
       https://arxiv.org/pdf/2308.05473.pdf
- Quantum networking, by  Rodney Van Meter (book)
- Quantum Optical Neural Networks (Patent Application)
       https://patentimages.storage.googleapis.com/fa/61/94/ec20dc003a6517/US20200372334A1.pdf
- Quantum readout error mitigation via deep learning - Jihye Kim, Byungdu Oh, Yonuk Chong, Euyheon Hwang, and Daniel K Park
       https://iopscience.iop.org/article/10.1088/1367-2630/ac7b3d
- Quantum walks a comprehensive review - Salvador E. Venegas-Andraca
       https://arxiv.org/abs/1201.4780
- Quantum-Enhanced Data Classification with a Variational Entangled Sensor Network - Yi Xia, Wei Li, Quntao Zhuang, Zheshen Zhang
       https://arxiv.org/abs/2006.11962
- Quantum Long Short-Term Memory - Samuel Yen-Chi Chen, Shinjae Yoo, Yao-Lung L. Fang
       https://arxiv.org/abs/2009.01783
- Rate limits in quantum networks with lossy repeaters - Riccardo Laurenza, Nathan Walk, Jens Eisert and Stefao Pirandola
       https://arxiv.org/pdf/2110.10168.pdf
- Real-time quantum error correction beyond break-even
       https://arxiv.org/abs/2211.09116
- Realization of Real-Time Fault-Tolerant Quantum Error Correction - C. Ryan-Anderson, J. G. Bohnet, K. Lee, D. Gresh, A. Hankin, J. P. Gaebler, Francois, A. Chernoguzov, ...
       https://journals.aps.org/prx/abstract/10.1103/PhysRevX.11.041058
- Reducing Green House Gas Emissions With Congestion Control - Michael Welzl, Ozgu Alay, Peyman Teymoori, Safiqul Islam
       https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Welzel-Alay-Teymoori-Islam_Reducing-Green-House-Gas-Emissions-With-Congestion-Control-v2.pdf
- Request_Scheduling_in_Quantum_Networks - C. Cicconetti, M. Conti, and A. Passarella
       https://www.researchgate.net/publication/352621787_Request_Scheduling_in_Quantum_Networks
- Room temperature quantum key distribution characteristics of low‑noise InGaAs/InP single‑photon avalanche diode - Soo‑Hyun Baek, Seung‑Chul Yang1, Chan‑Yong Park
       https://link.springer.com/article/10.1007/s40042-021-00111-4
- Rearrangement of single atoms in a 2000-site optical tweezers array at cryogenic temperatures
       https://arxiv.org/pdf/2405.19503
- Resource savings from fault-tolerant circuit design - Andrew K. Tan, Isaac L. Chuang
       https://arxiv.org/pdf/2311.02132.pdf
- Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing - David Barral, et. al.
       https://arxiv.org/abs/2404.01265
- Scaling silicon-based quantum computing using CMOS technology - M. F. Gonzalez-Zalba, S. de Franceschi, E. Charbon, T. Meunier, M. Vinet, A. S. Dzurak
       https://arxiv.org/abs/2011.11753
- Scheme for reducing decoherence in quantum computer memory, Peter W. Shor
       https://www.cs.miami.edu/home/burt/learning/Csc670.052/pR2493_1.pdf
- Schrödinger's Web: Race to Build the Quantum Internet, by Jonathan Dowling (book)
- SeQUeNCe a customizable discrete-event simulator of quantum networks - Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin,, Tian Zhong, ...
       https://arxiv.org/abs/2009.12000
- Simple Proof of Security of the BB84 Quantum Key Distribution Protocol -Peter W. Shor, John Preskill
       https://arxiv.org/abs/quant-ph/0003004
- Single-shot Quantum Signal Processing Interferometry - Jasmine Sinanan-Singh, Gabriel L. Mintzer, Isaac L. Chuang, and Yuan Liu
       https://arxiv.org/pdf/2311.13703.pdf
- Solid-state single-photon emitters - Igor Aharonovich, Dirk Englund and Milos Toth
       http://ciqm.harvard.edu/uploads/2/3/3/4/23349210/aharanovich_2016.pdf
- Solitons near avoided mode crossings in χ(2) nanowaveguides - William R. Rowe, Andrey V. Gorbach, Dmitry V. Skryabin
       https://arxiv.org/abs/2108.08563
- Stabilizer Codes and Quantum Error Correction -Thesis by Daniel Gottesman
       https://arxiv.org/abs/quant-ph/9705052
- Stim: a fast stabilizer circuit simulator -Craig Gidney
       https://arxiv.org/abs/2103.02202v3
- Substituting Quantum Entanglement for Communication - Richard Cleve and Harry Buhrman
       https://arxiv.org/pdf/quant-ph/9704026
- Subsystem codes with high thresholds by gauge fixing and reduced qubit overhead - Oscar Higgott, Nikolas P. Breuckmann
       https://arxiv.org/abs/2010.09626
- Supervised learning with quantum enhanced feature spaces - Vojtech Havlicek, et.al 
       https://arxiv.org/pdf/1804.11326.pdf
- Surface codes: Towards practical large-scale quantum computation - Austin G. Fowler, Matteo Mariantoni, John M. Martinis and Andrew N. Cleland
     https://arxiv.org/abs/1208.0928   
- Symmetry-invariant quantum machine learning force fields - Isabel Nha Minh Le, Oriel Kiss, Julian Schuhmacher, Ivano Tavernelli, Francesco Tacchino
        https://arxiv.org/abs/2311.11362
- Teleportation of entanglement over 143 km - Thomas Herbst, Thomas Scheidl, Matthias Fink, Johannes Handsteiner, Bernhard Wittmann, Rupert Ursin, Anton Zeilinger
       https://arxiv.org/abs/1403.0009
- The Computational and Latency Advantage of Quantum Communication Networks - Roberto Ferrara, Riccardo Bassoli, Christian Deppe, Frank H.P. Fitzek and Holger Boche
       https://arxiv.org/pdf/2106.03360.pdf
- The Everything-Is-a-Quantum-Wave Interpretation of Quantum Physics - Vlatko Vedral
       https://www.mdpi.com/2624-960X/5/2/31
- The Physical Implementation of Quantum Computation
       https://arxiv.org/abs/quant-ph/0002077
- The SWAP test and the Hong-Ou-Mandel effect are equivalent - Juan Carlos Garcia-Escartin, Pedro Chamorro-Posada
       https://arxiv.org/abs/1303.6814
- The Toric Code, Paul Herringer
       https://www.physics.rutgers.edu/grad/602/Lectures/JC_Presentations/0419/Intro_Toric_Code.pdf
        https://arxiv.org/abs/2311.11362
- The Future of Quantum Computing with Superconducting Qubits - Sergey Bravyi, Oliver Dial, Jay M. Gambetta, Dar ́ıo Gil, and Zaira Nazario1
       https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/The-future-of-quantum-computing-with?gad_source=1&gclid=CjwKCAjwzN-
- The information-theoretic foundation of thermodynamic work extraction - Chiara Marletto
       https://arxiv.org/abs/2009.04588
- The role of quantum information in thermodynamics ~ a topical review - John Goold, Marcus Huber, Arnau Riera, L´ıdia del Rio, and Paul Skrzypczyk
       https://arxiv.org/abs/1505.07835
- The_Virtual_Quantum_Optics_Laboratory - Brian R. La Cour, Maria Maynard, Parth Shroff, Gabriel Ko, Evan Ellis
       https://arxiv.org/abs/2105.07300
- Topological quantum memory - Eric Dennis,Alexei Kitaev,Andrew Landahl,and John Preskill
       https://arxiv.org/abs/quant-ph/0110143
- Tutorial: Remote entanglement protocols for stationary qubits with photonic interfaces - Hans K.C. Beukers, et.al.
       https://arxiv.org/pdf/2310.19878.pdf
- Paving the Way towards 800 Gbps Quantum-Secured Optical Channel Deployment - Farzam Toudeh-Fallah, Marco Pistoia, Yasushi Kawakura,...
       https://arxiv.org/abs/2202.07764
- Transitioning organizations to post-quantum cryptography - David Joseph1, Rafael Misoczki2, Marc Manzano1, Joe Tricot1, Fernando Dominguez, ...
       https://www.nature.com/articles/s41586-022-04623-2
- Two-photon interference the Hong-Ou-Mandel effect - FrédÉric Bouchard, Alicia Sit, Yingwen Zhang, Robert Fickler, Filippo M. Miatto,...
       https://arxiv.org/abs/2006.09335
- Universal and operational benchmarking of quantum memories - Xiao Yuan, Yunchao Liu, Qi Zhao, Bartosz Regula, Jayne Thompson and Mile Gu
       https://bartoszregula.me/pdf/s41534-021-00444-9.pdf
- Why Philosophers Should Care About Computational Complexity - Scott Aaronson
       https://arxiv.org/abs/1108.1791
- lambeq: An Efficient High-Level Python Library for Quantum NLP
       https://arxiv.org/abs/2110.04236


## Categorized Quantum Papers

### Quantum Protocol Design
- A Preprocessing Perspective for Quantum Machine Learning Classification Advantage in Finance Using NISQ Algorithms
       https://www.mdpi.com/1099-4300/24/11/1656
- An Algebraic Language for Distributed Quantum Computing
       https://ieeexplore.ieee.org/document/4745631
- Designing a Quantum Network Protocol
       https://arxiv.org/abs/2010.02575
- Practical randomness and privacy amplification
       https://arxiv.org/abs/2009.06551
- Protocols for creating and distilling multipartite GHZ states with Bell pairs
       https://arxiv.org/abs/2010.12259
- Simple Proof of Security of the BB84 Quantum Key Distribution Protocol
       https://arxiv.org/abs/quant-ph/0003004

### Quantum Algorithms
- A Grand Unification of Quantum Algorithms
       https://arxiv.org/abs/2105.02859
- Bootstrap Embedding on a Quantum Computer
       https://arxiv.org/pdf/2301.01457.pdf
- Continued Fractions and Probability Estimations in Shor's Algorithm: A Detailed and Self-Contained Treatise
       https://arxiv.org/abs/2205.01925
- Deep Learning with Coherent Nanophotonic Circuits
       https://arxiv.org/pdf/1610.02365.pdf
- Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of Noisy Quantum Signal Processing
       https://arxiv.org/pdf/2301.08542.pdf
- Exponential speedups for quantum walks in random hierarchical graphs
       https://arxiv.org/abs/2307.15062
- How many qubits are needed for quantum computational supremacy?
       https://quantum-journal.org/papers/q-2020-05-11-264/
- Linear growth of quantum circuit complexity
       https://www.nature.com/articles/s41567-022-01539-6
- One-Dimensional Quantum Walks
       https://dl.acm.org/doi/10.1145/380752.380757
- Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer via parity detection
       https://arxiv.org/abs/1603.09019
- Power of sequential protocols in hidden quantum channel discrimination
       https://arxiv.org/pdf/2304.02053.pdf
- Quantum algorithm for linear systems of equations
       https://arxiv.org/pdf/0811.3171.pdf
- Quantum principal component analysis
       https://www.nature.com/articles/nphys3029#Sec2
- Quantum Support Vector Machine for Big Data Classification
       https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.113.130503
- Quantum walks a comprehensive review
       https://arxiv.org/abs/1201.4780

### The Quantum Internet
- Quantum Internet Protocol Stack a Comprehensive Survey
       https://arxiv.org/abs/2202.10894
- Quantum networking (book by Rodney Van Meter)
- Quantum Switch for the Quantum Internet: Noiseless Communications through Noisy Channels
       https://arxiv.org/abs/1907.07432
- Rate limits in quantum networks with lossy repeaters
       https://arxiv.org/pdf/2110.10168.pdf
- Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing
       https://arxiv.org/abs/2404.01265
- Schrödinger's Web: Race to Build the Quantum Internet (book by Jonathan Dowling)
- SeQUeNCe a customizable discrete-event simulator of quantum networks
       https://arxiv.org/abs/2009.12000
- The Computational and Latency Advantage of Quantum Communication Networks
       https://arxiv.org/pdf/2106.03360.pdf

### Silicon Based Technologies
- Advances in Silicon Quantum Photonics
       https://ieeexplore.ieee.org/document/9205209/authors#authors
- Channel Waveguides in Lithium Niobate and Lithium Tantalate
       https://pubmed.ncbi.nlm.nih.gov/32867367/
- Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate
       https://arxiv.org/pdf/2310.19895.pdf
- Generation of broadband correlated photon-pairs in short thin-film lithium-niobate waveguides
       https://opg.optica.org/directpdfaccess/02ed958b-dc38-449c-b5d94c4360c660b2_424684/oe-27-26-38521.pdf?da=1&id=424684&seq=0&mobile=no
- High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides
       https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.163603
- Scaling silicon-based quantum computing using CMOS technology
       https://arxiv.org/abs/2011.11753
- Solitons near avoided mode crossings in χ(2) nanowaveguides
       https://arxiv.org/abs/2108.08563

### Ion Traps
- Assembly and coherent control of a register of nuclear spin qubits
       https://arxiv.org/abs/2108.04790
- Field-linked resonances of polar molecules
       https://www.nature.com/articles/s41586-022-05651-8
- Large-scale optical characterization of solid-state quantum emitters
       https://arxiv.org/pdf/2210.13643.pdf
- Programmable Heisenberg interactions between Floquet qubits
       https://arxiv.org/abs/2211.10383
- Quantum simulator enables first microscopic observation of charge carriers pairing
       https://www.mpq.mpg.de/6803661/01-magnetic-pairing
- Rearrangement of single atoms in a 2000-site optical tweezers array at cryogenic temperatures
       https://arxiv.org/pdf/2405.19503

### The Hong-Ou-Mandel Effect
- Anti-Hong-Ou-Mandel effect with entangled photons
       https://arxiv.org/abs/2105.05444
- The SWAP test and the Hong-Ou-Mandel effect are equivalent
       https://arxiv.org/abs/1303.6814
- Two-photon interference the Hong-Ou-Mandel effect
       https://arxiv.org/abs/2006.09335

### Quantum Circuits
- A generalization of the stabilizer formalism for simulating arbitrary quantum circuits
       https://www.scottaaronson.com/showcase2/report/ted-yoder.pdf
- Automated distribution of quantum circuits via hypergraph partitioning
       https://arxiv.org/abs/1811.10972
- Elementary gates for quantum computation
       https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457
- On the CNOT-cost of TOFFOLI gates
       https://dl.acm.org/doi/10.5555/2011791.2011799
- Stim: a fast stabilizer circuit simulator
       https://arxiv.org/abs/2103.02202v3

### Programmable Quantum Gates
- An energy efficient multipliers using reversible gates
       https://www.researchgate.net/publication/347857423_An_energy_efficient_multipliers_using_reversible_gates
- Energy-Efficient Superconducting Computing—Power Budgets and Requirements
       https://ieeexplore.ieee.org/abstract/document/6449287
- Gate Set Tomography
       https://arxiv.org/abs/2009.07301
- Single-shot Quantum Signal Processing Interferometry
       https://arxiv.org/pdf/2311.13703.pdf

### Quantum Error Correction
- A Tutorial on Quantum Error Correction
       https://www2.physics.ox.ac.uk/sites/default/files/ErrorCorrectionSteane06.pdf
- Error Correcting Codes in Quantum Theory
       https://users.physics.ox.ac.uk/~Steane/pubs/Steane_PRL95.pdf
- Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits
       https://ora.ox.ac.uk/objects/uuid:5b2e5204-7746-4569-807e-77654a77313a/files/s0v838175c
- Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by Classical Error-Correcting Codes
       https://arxiv.org/abs/1605.05647
- Multiple Particle Interference and Quantum Error Correction
       https://arxiv.org/abs/quant-ph/9601029
- Real-time quantum error correction beyond break-even
       https://arxiv.org/abs/2211.09116
- Realization of Real-Time Fault-Tolerant Quantum Error Correction
       https://journals.aps.org/prx/abstract/10.1103/PhysRevX.11.041058
- Resource savings from fault-tolerant circuit design
       https://arxiv.org/pdf/2311.02132.pdf
- Scheme for reducing decoherence in quantum computer memory
       https://www.cs.miami.edu/home/burt/learning/Csc670.052/pR2493_1.pdf
- Stabilizer Codes and Quantum Error Correction
       https://arxiv.org/abs/quant-ph/9705052
- Surface codes: Towards practical large-scale quantum computation
       https://arxiv.org/abs/1208.0928
- The Toric Code
       https://www.physics.rutgers.edu/grad/602/Lectures/JC_Presentations/0419/Intro_Toric_Code.pdf

### Quantum Error Mitigation
- Mitiq: A software package for error mitigation on noisy quantum computers
       https://arxiv.org/abs/2009.04417
- Noisy dynamical systems evolve error correcting codes and modularity
       https://arxiv.org/pdf/2303.14448.pdf
- Quantum readout error mitigation via deep learning
       https://iopscience.iop.org/article/10.1088/1367-2630/ac7b3d

### Electron-spin States
- Coherent shuttle of electron-spin states
       https://arxiv.org/abs/1701.00815

### Commercial and Philosophical Views
- Commercial applications of quantum computing
       https://epjquantumtechnology.springeropen.com/articles/10.1140/epjqt/s40507-021-00091-1
- Interference in Quantum Field Theory: Detecting Ghosts with Phases
       https://onlinelibrary.wiley.com/doi/full/10.1002/andp.202200530
- Locality in the Schrodinger Picture of Quantum Mechanics
       https://arxiv.org/pdf/2312.04701.pdf
- Observable Thermalization: Theory, Numerical and Analytical Evidence
       https://arxiv.org/pdf/2309.15173.pdf
- Quantum mechanics with real numbers: entanglement, superselection rules and gauges
       https://arxiv.org/pdf/2308.05473.pdf
- Quantum Particles and Classical Particles
       https://link.springer.com/article/10.1007/BF00735376
- The Everything-Is-a-Quantum-Wave Interpretation of Quantum Physics
       https://www.mdpi.com/2624-960X/5/2/31
- Why Philosophers Should Care About Computational Complexity
       https://arxiv.org/abs/1108.1791

### Quantum Repeater Architectures
- All-photonic quantum repeaters
       https://arxiv.org/abs/1309.7207
- Multiplexed quantum repeaters based on dual-species trapped-ion systems
       https://arxiv.org/abs/2105.06707
- Optimal architectures for long distance quantum communication
       https://www.nature.com/articles/srep20463
- Proposal for room-temperature quantum repeaters with nitrogen-vacancy centers and optomechanics
       https://arxiv.org/abs/2012.06687

### Quantum Memories
- Field-Deployable Quantum Memory for Quantum Networking
       https://journals.aps.org/prapplied/abstract/10.1103/PhysRevApplied.18.044058
- Memory cost of quantum protocols
       https://www.researchgate.net/publication/51965796_Memory_cost_of_quantum_protocols
- Universal and operational benchmarking of quantum memories
       https://bartoszregula.me/pdf/s41534-021-00444-9.pdf

### Experimental Simulating Tools
- Discrete simulation of quantum walks
       https://www.frontiersin.org/articles/10.3389/fphy.2020.00145/full
- Implementation of multidimensional quantum walks using linear optics and classical light
       https://journals.aps.org/pra/abstract/10.1103/PhysRevA.92.040302
- Implementing the quantum random walk
       https://arxiv.org/abs/quant-ph/0109076
- NetSquid, a NETwork Simulator for QUantum Information using Discrete events
       https://arxiv.org/abs/2010.12535
- Predicting Many Properties of a Quantum System from Very Few Measurements
       https://arxiv.org/abs/2002.08953
- The_Virtual_Quantum_Optics_Laboratory
       https://arxiv.org/abs/2105.07300

### Quantum Markets and Hype
- Disentangling Hype from Practicality: On Realistically Achieving Quantum Advantage
       https://arxiv.org/pdf/2307.00523.pdf
- Is quantum computing green? An estimate for an energy-efficiency quantum advantage
       https://arxiv.org/pdf/2205.12092.pdf
- Mitigating the quantum hype
       https://arxiv.org/abs/2202.01925

### Quantum Machine Learning (QML)
- Advantages and Bottlenecks of Quantum Machine Learning for Remote Sensing
       https://arxiv.org/abs/2101.10657
- On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification
       https://arxiv.org/abs/2109.09484
- Option Pricing using Quantum Computers
       https://arxiv.org/abs/1905.02666
- Quantum advantage in learning from experiments
       https://arxiv.org/abs/2112.00778
- Supervised learning with quantum enhanced feature spaces
       https://arxiv.org/pdf/1804.11326.pdf
- Symmetry-invariant quantum machine learning force fields
       https://arxiv.org/abs/2311.11362

### Constructor Theory
- Constructor Theory of Information
       https://arxiv.org/abs/1405.5563
- Constructor Theory of Life
       https://arxiv.org/abs/1407.0681
- Constructor Theory of Probability
       https://arxiv.org/abs/1507.03287
- Constructor Theory of Thermodynamics
       https://arxiv.org/abs/1608.02625

### Physical Information
- Energy & Information
       https://www.jstor.org/stable/24923125
- Fundamental Principle of Information-to-Energy Conversion
       https://arxiv.org/abs/1401.6052
- The information-theoretic foundation of thermodynamic work extraction
       https://arxiv.org/abs/2009.04588
- The role of quantum information in thermodynamics
       https://arxiv.org/abs/1505.07835

### Quantum Neural Networks (QNNs)
- Quantum Long Short-Term Memory
       https://arxiv.org/abs/2009.01783
- Quantum Optical Neural Networks (Patent Application)
       https://patentimages.storage.googleapis.com/fa/61/94/ec20dc003a6517/US20200372334A1.pdf

### Quantum Computing Fundamentals
- Computing with Quantum Cats: From Colossus to Qubits (book)
- Quantum Computing
       https://arxiv.org/abs/quant-ph/9708022
- The Physical Implementation of Quantum Computation
       https://arxiv.org/abs/quant-ph/0002077
- Quantum computing at the frontiers of biological sciences
       https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8254820/
- The Future of Quantum Computing with Superconducting Qubits
       https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/

### Quantum Information Theory
- Classical, quantum and total correlations
       https://iopscience.iop.org/article/10.1088/0305-4470/34/35/315
- Five open problems in theory of quantum information
       https://arxiv.org/abs/2002.03233
- Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model
       https://journals.aps.org/pra/pdf/10.1103/PhysRevA.40.4277

### Quantum Hardware & Implementation
- 2D materials for quantum information science
       https://www.nature.com/articles/s41578-019-0136-x
- A Review of Quantum Computer Energy Efficiency
       https://ieeexplore.ieee.org/abstract/document/8767125
- Quantum Data Center: Theories and Applications
       https://arxiv.org/abs/2207.14336
- Quantum information processing with bosonic qubits in circuit QED
       https://iopscience.iop.org/article/10.1088/2058-9565/abe989/pdf
- Room temperature quantum key distribution characteristics of low‑noise InGaAs/InP single‑photon avalanche diode
       https://link.springer.com/article/10.1007/s40042-021-00111-4
- Solid-state single-photon emitters
       http://ciqm.harvard.edu/uploads/2/3/3/4/23349210/aharanovich_2016.pdf

### Quantum Supremacy & Computational Advantage
- Quantum Computational Supremacy
       https://arxiv.org/pdf/1809.07442.pdf
- Quantum supremacy using a programmable superconducting processor
       https://www.nature.com/articles/s41586-019-1666-5
- Quantum computational advantage using photons
       https://www.science.org/doi/10.1126/science.abe8770
- Quantum computational advantage with a programmable photonic processor
       https://www.nature.com/articles/s41586-022-04725-x
- Establishing the quantum supremacy frontier with a 281 Pflop/s simulation
       https://iopscience.iop.org/article/10.1088/2058-9565/ab7eeb/pdf

### Quantum Communication & Cryptography
- Advances in Quantum Cryptography
       https://arxiv.org/pdf/1906.01645.pdf
- Quantum communications and cryptography
       https://people.bu.edu/alexserg/Impression_Book.pdf
- Implementing Post-quantum Cryptography for Developers
       https://www.scitepress.org/Papers/2022/107862/107862.pdf
- Paving the Way towards 800 Gbps Quantum-Secured Optical Channel Deployment
       https://arxiv.org/abs/2202.07764
- Transitioning organizations to post-quantum cryptography
       https://www.nature.com/articles/s41586-022-04623-2

### Quantum Entanglement & Teleportation
- Distribution of entanglement in large-scale quantum networks
       https://iopscience.iop.org/article/10.1088/0034-4885/76/9/096001/pdf
- Entanglement in Many-Body Systems
       https://arxiv.org/pdf/quant-ph/0703044.pdf
- Generalized GHZ States and Distributed Quantum Computing
       https://arxiv.org/abs/quant-ph/0402148
- Substituting Quantum Entanglement for Communication
       https://arxiv.org/pdf/quant-ph/9704026
- Teleportation of entanglement over 143 km
       https://arxiv.org/abs/1403.0009

### Quantum Photonics
- A photonic cluster state machine gun
       https://arxiv.org/abs/0810.2587
- Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer
       https://arxiv.org/abs/2010.02905
- Efficient parametric frequency conversion in lithium niobate nanophotonic chips
       https://arxiv.org/abs/1903.08722
- Experimental demonstration of memory-enhanced quantum communication
       https://arxiv.org/abs/1909.01323
- Fusion-based quantum computation
       https://arxiv.org/abs/2101.09310
- Photonic resource state generation from a minimal number of quantum emitters
       https://www.nature.com/articles/s41534-022-00522-6
- Quantum computing with photons - introduction to the circuit model, the one way quantum computer, and the fundamental principles of photonic experiments
       https://iopscience.iop.org/article/10.1088/0953-4075/48/8/083001

### Natural Language Processing & Quantum Computing
- Foundations for Near-Term Quantum Natural Language Processing
       https://arxiv.org/abs/2012.03755
- lambeq: An Efficient High-Level Python Library for Quantum NLP
       https://arxiv.org/abs/2110.04236

### Measurement & State Estimation
- Active learning of quantum system Hamiltonians yields query advantage
       https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.5.033060
- Experimental Estimation of Quantum State Properties from Classical Shadows
       https://arxiv.org/abs/2008.05234
- Experimental violation of Bell inequalities for multi-dimensional systems
       https://www.nature.com/articles/srep22088
- Practical Benchmarking of Randomized Measurement Methods for Quantum Chemistry Hamiltonians
       https://arxiv.org/pdf/2312.07497.pdf

### Quantum Enhanced Sensing & Detection
- Quantum-Enhanced Data Classification with a Variational Entangled Sensor Network
       https://arxiv.org/abs/2006.11962

### Quantum Computing Applications
- Multi-state quantum simulations via model-space quantum imaginary time evolution
       https://arxiv.org/abs/2206.04494
- Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction
       https://arxiv.org/abs/2303.05488

### Energy & Sustainability in Quantum Computing
- Green Networking Metrics
       https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Clemm-Dong-Mirsky-Ciavaglia-Tantsura-Odini_Green-Networking-Metrics.pdf
- Reducing Green House Gas Emissions With Congestion Control
       https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Welzel-Alay-Teymoori-Islam_Reducing-Green-House-Gas-Emissions-With-Congestion-Control-v2.pdf

### Novel Quantum Devices
- Microwave Quantum Memristors
       https://arxiv.org/abs/2311.06925

# Notes:
If you would like to add any paper to this repository please feel free to create a pull request &/or reach out to me via linkedin or email.

Linkedin : https://www.linkedin.com/in/maria-gragera-garces/

Email : m.gragera.garces@gmail.com



================================================
FILE: app/__init__.py
================================================


================================================
FILE: app/pages/__init__.py
================================================


================================================
FILE: app/pages/graph_visualization.py
================================================
"""
graph_visualization.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains functions for rendering graph visualizations of quantum technology research papers in a Streamlit application.
It includes options for visualizing author-paper and keyword-paper relationships.

Functions:
    render_graph_page(train_df, texts) -> None:
        Renders the graph visualization page in the Streamlit application.

    plot_author_paper_graph(df, texts) -> None:
        Plots a graph showing the relationship between authors and papers.

    plot_keyword_paper_graph(df, texts) -> None:
        Plots a graph showing the relationship between keywords and papers.

    plot_graph(G, texts) -> None:
        Plots the graph using Plotly.

    show_legend_paper_author(texts) -> None:
        Displays the legend for the author-paper graph.

    show_legend_paper_keyword(texts) -> None:
        Displays the legend for the keyword-paper graph.
"""
import streamlit as st
import pandas as pd
import plotly.graph_objects as go
import networkx as nx


def render_graph_page(train_df, texts) -> None:
    """
    Renders the graph visualization page in the Streamlit application.

    Parameters:
    train_df (pd.DataFrame): DataFrame containing the training data.
    texts (dict): Dictionary containing text labels for various fields.

    Returns:
    None
    """
    st.title(texts['graph']['title'])
    st.write(texts['graph']['description'])

    graph_type = st.radio(
        texts['graph']['select_graph_type'],
        ["Author-Paper", "Keyword-Paper"],
        index=0,
        horizontal=True
    )

    if st.button(texts['graph']['generate_graph']):
        if graph_type == "Author-Paper":
            show_legend_paper_author(texts)
            plot_author_paper_graph(train_df, texts)

        elif graph_type == "Keyword-Paper":
            show_legend_paper_keyword(texts)
            plot_keyword_paper_graph(train_df, texts)


def plot_author_paper_graph(df, texts) -> None:
    """
    Plots a graph showing the relationship between authors and papers.

    Parameters:
    df (pd.DataFrame): DataFrame containing the data.
    texts (dict): Dictionary containing text labels for various fields.

    Returns:
    None
    """
    G = nx.Graph()

    for _, row in df.iterrows():
        paper = row['Title']
        paper_details = row.to_dict()

        authors = str(row['Authors']).split(', ')
        G.add_node(paper, type='paper', label=paper, details=paper_details)

        for author in authors:
            if author.strip():
                G.add_node(author, type='author', label=author)
                G.add_edge(author, paper)

    plot_graph(G, texts)


def plot_keyword_paper_graph(df, texts) -> None:
    """
    Plots a graph showing the relationship between keywords and papers.

    Parameters:
    df (pd.DataFrame): DataFrame containing the data.
    texts (dict): Dictionary containing text labels for various fields.

    Returns:
    None
    """
    G = nx.Graph()

    for _, row in df.iterrows():
        paper = row['Title']
        paper_details = row.to_dict()

        keywords = str(row['Keywords']).split(', ')
        G.add_node(paper, type='paper', label=paper, details=paper_details)

        for keyword in keywords:
            keyword = keyword.strip()
            if keyword:
                G.add_node(keyword, type='keyword', label=keyword)
                G.add_edge(keyword, paper)

    plot_graph(G, texts)


def plot_graph(G, texts) -> None:
    """
    Plots the graph using Plotly.

    Parameters:
    G (networkx.Graph): The graph to be plotted.
    texts (dict): Dictionary containing text labels for various fields.

    Returns:
    None
    """
    pos = nx.spring_layout(G, seed=42)

    edge_x, edge_y = [], []
    for edge in G.edges():
        x0, y0 = pos[edge[0]]
        x1, y1 = pos[edge[1]]
        edge_x.extend([x0, x1, None])
        edge_y.extend([y0, y1, None])

    node_x, node_y, node_text, node_hover, node_color = [], [], [], [], []

    for node, data in G.nodes(data=True):
        x, y = pos[node]
        node_x.append(x)
        node_y.append(y)
        node_text.append(data.get('label', node))

        if data.get('type') == 'paper':
            node_hover.append(
                f"{data['label']}<br><b>{texts['paper']['authors']}:</b> {data['details'].get('Authors', 'N/A')}<br>"
                f"<b>{texts['paper']['journal']}:</b> {data['details'].get('Journal', 'N/A')}<br>"
                f"<b>{texts['paper']['keywords']}:</b> {data['details'].get('Keywords', 'N/A')}"
            )
            node_color.append('#1f77b4')
        elif data.get('type') == 'author':
            node_hover.append(f"{data['label']} (Author)")
            node_color.append('#2ca02c')
        elif data.get('type') == 'keyword':
            node_hover.append(f"{data['label']} (Keyword)")
            node_color.append('#ff7f0e')

    fig = go.Figure(
        data=[
            go.Scatter(
                x=edge_x,
                y=edge_y,
                mode='lines',
                line=dict(
                    width=0.5,
                    color='#888'),
                hoverinfo='none'),
            go.Scatter(
                x=node_x,
                y=node_y,
                mode='markers',
                text=node_text,
                textposition='top center',
                marker=dict(
                    size=12,
                    color=node_color,
                    line=dict(
                        width=0.5,
                        color='black')),
                hoverinfo='text',
                hovertext=node_hover,
            )])

    fig.update_layout(
        showlegend=False,
        margin=dict(l=0, r=0, t=0, b=0),
        xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),
        yaxis=dict(showgrid=False, zeroline=False, showticklabels=False),
        height=600,
    )

    st.plotly_chart(fig, use_container_width=True)


def show_legend_paper_author(texts) -> None:
    """
    Displays the legend for the author-paper graph.

    Parameters:
    texts (dict): Dictionary containing text labels for various fields.

    Returns:
    None
    """
    st.markdown(
        f"""
        #### {texts['graph']['legend_title']}
        - <span style="color:#1f77b4;">⬤ {texts['graph']['legend_paper']}</span>
        - <span style="color:#2ca02c;">⬤ {texts['graph']['legend_author']}</span>
        """,
        unsafe_allow_html=True
    )


def show_legend_paper_keyword(texts) -> None:
    """
    Displays the legend for the keyword-paper graph.

    Parameters:
    texts (dict): Dictionary containing text labels for various fields.

    Returns:
    None
    """
    st.markdown(
        f"""
        #### {texts['graph']['legend_title']}
        - <span style="color:#1f77b4;">⬤ {texts['graph']['legend_paper']}</span>
        - <span style="color:#ff7f0e;">⬤ {texts['graph']['legend_keyword']}</span>
        """,
        unsafe_allow_html=True
    )


================================================
FILE: app/streamlit_app.py
================================================
"""
streamlit_app.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains the Streamlit application for searching and filtering quantum technology research papers.
The application allows users to search for papers based on various filters such as categories and authors,
and displays the search results with detailed information about each paper.

Functions:
    render_paper(row, texts) -> None:
        Renders a research paper's details in a Streamlit container.

    run_streamlit_app() -> None:
        Runs the Streamlit application for searching and filtering quantum technology papers.
"""
import streamlit as st
import pandas as pd
from src.inference import load_embeddings_and_model, search_papers_exact_boost
from src.config_loader import load_config, load_texts
from app.pages.graph_visualization import render_graph_page


def render_paper(row, texts) -> None:
    """
    Renders a research paper's details in a Streamlit container.
    Parameters:
    row (pd.Series): A pandas Series containing the paper's details such as Title, Web, Authors, Journal, Keywords, Category, and Abstract.
    texts (dict): A dictionary containing text labels for various fields such as 'paper', 'view_paper', 'authors', 'journal', 'keywords', 'category', and 'show_abstract'.
    The function displays the paper's title, a link to view the paper, and additional details like authors, journal, keywords, category, and abstract if they are available.
    """

    with st.container():
        st.markdown(f"### {row['Title']}")

        st.markdown(f"[{texts['paper']['view_paper']}]({row['Web']})")

        col1, col2, col3 = st.columns([1, 1, 1])

        if pd.notna(row['Authors']) and row['Authors'] != 'Unknown':
            col1.write(f"**{texts['paper']['authors']}:** {row['Authors']}")

        if pd.notna(row['Journal']) and row['Journal'] != 'Unknown':
            col2.write(f"**{texts['paper']['journal']}:** {row['Journal']}")

        if pd.notna(row['Keywords']) and row['Keywords'] != 'Unknown':
            col3.write(f"**{texts['paper']['keywords']}:** {row['Keywords']}")

        if pd.notna(row['Category']):
            st.write(f"**{texts['paper']['category']}:** {row['Category']}")

        if pd.notna(row['Abstract']) and row['Abstract'] != 'Unknown':
            with st.expander(texts['paper']['show_abstract']):
                st.write(row['Abstract'])

        st.divider()


def run_streamlit_app() -> None:
    """
    Runs the Streamlit application for searching and filtering quantum technology papers.
    This function loads the necessary configuration and text resources, sets up the Streamlit
    interface with filters for categories and authors, and provides a search functionality
    for querying papers. The results are displayed based on the selected filters and search query.
    The function performs the following steps:
    1. Loads configuration and text resources.
    2. Loads data including training dataframe, embeddings, model, vectorizer, and TF-IDF matrix.
    3. Sets up the Streamlit interface with two columns for category and author filters.
    4. Filters the dataframe based on selected category and authors.
    5. Provides a search input for querying papers.
    6. Displays the search results or filtered papers.
    7. Displays the end of the list message.
    Returns:
        None
    """
    config = load_config()
    texts = load_texts()
    st.set_page_config(
        page_title="Quantum Tech Papers",
        page_icon="📚",
        layout="wide",
        initial_sidebar_state="expanded"
    )
    
    @st.cache_resource
    def load_data():
        train_df, embeddings, model, vectorizer, X_tfidf = load_embeddings_and_model(
            config)
        return train_df, embeddings, model, vectorizer, X_tfidf

    train_df, embeddings, model, vectorizer, X_tfidf = load_data()

    # Sidebar navigation
    st.sidebar.title(texts["app"]["sidebar_title"])
    page = st.sidebar.radio(
        texts["app"]["sidebar_navigation"],
        [texts["sidebar"]["search_page"], texts["sidebar"]["graph_page"]]
    )

    if page == texts["sidebar"]["search_page"]:
        st.title(texts["app"]["home_page_title"])
        st.subheader(texts["app"]["home_about_title"])

        st.write(texts["app"]["home_about_text_1"])
        st.write(texts["app"]["home_about_text_2"])

        st.markdown(
            f'<span style="color:#1f77b4;">{texts["app"]["home_about_topics"]}</span>',
            unsafe_allow_html=True
        )
        st.write(texts["app"]["home_about_text_3"])
        st.write(
            """
            If you would like to add any paper to this repository please feel free to create a pull request &/or reach out to me via linkedin or email.

            Linkedin : [https://www.linkedin.com/in/maria-gragera-garces/](https://www.linkedin.com/in/maria-gragera-garces/)

            Email : [m.gragera.garces@gmail.com](mailto:m.gragera.garces@gmail.com)
            """
        )
        st.divider()

    if page == texts["sidebar"]["search_page"]:
        col1, col2 = st.columns([2, 2])

        with col1:
            categories = train_df['Category'].dropna().unique().tolist()
            categories.insert(0, texts["filters"]["all"])
            category_selected = st.selectbox(
                texts["filters"]["select_label"], categories)

        with col2:
            all_authors = (
                train_df['Authors'].dropna()
                .str.split(', ')
                .explode()
                .unique()
                .tolist()
            )
            all_authors.sort()
            selected_authors = st.multiselect(
                texts["filters"]["select_authors"], all_authors)

        query = st.text_input(texts["search"]["input_placeholder"])

        if category_selected != texts["filters"]["all"]:
            df_filtered = train_df[train_df['Category'] == category_selected]
        else:
            df_filtered = train_df

        if selected_authors:
            df_filtered = df_filtered[df_filtered['Authors'].apply(
                lambda authors: any(author in str(authors) for author in selected_authors))]

        if query:
            st.subheader(texts["search"]["results_title"].format(query=query))
            results = search_papers_exact_boost(
                query, train_df, embeddings, model, top_k=5, boost_weight=0.5
            )

            for _, row in results.iterrows():
                render_paper(row, texts)

        else:
            st.subheader(
                texts["filters"]["showing_category"].format(
                    category=category_selected))
            st.write(
                texts["filters"]["displaying_n_papers"].format(
                    count=len(df_filtered)))

            for _, row in df_filtered.iterrows():
                render_paper(row, texts)

        st.write(texts["app"]["end_of_list"])

    elif page == texts["sidebar"]["graph_page"]:
        render_graph_page(train_df, texts)


================================================
FILE: config.yaml
================================================
paths:
  readme_input: "README.md"
  input_csv: "data/inputs/papers_data.csv"
  enriched_csv: "data/enriched/papers_data_enriched.csv"
  output_dir: "data/outputs"
  tfidf_vectorizer: "data/outputs/tfidf_vectorizer.pkl"
  tfidf_matrix: "data/outputs/tfidf_matrix.pkl"
  sbert_embeddings: "data/outputs/sbert_embeddings.pkl"
  sbert_model: "data/outputs/sbert_model"
  train_data_with_clean: "data/outputs/train_data_with_clean.csv"


================================================
FILE: data/enriched/papers_data_enriched.csv
================================================
Title,Web,Category,Fetched_Title,Abstract,Authors,Journal,Keywords
"A Grand Unification of Quantum Algorithms - John M. Martyn, Zane M. Rossi, Andrew K. Tan, Isaac L. Chuang",https://arxiv.org/abs/2105.02859,,A Grand Unification of Quantum Algorithms,"Quantum algorithms offer significant speedups over their classical
counterparts for a variety of problems. The strongest arguments for this
advantage are borne by algorithms for quantum search, quantum phase estimation,
and Hamiltonian simulation, which appear as subroutines for large families of
composite quantum algorithms. A number of these quantum algorithms were
recently tied together by a novel technique known as the quantum singular value
transformation (QSVT), which enables one to perform a polynomial transformation
of the singular values of a linear operator embedded in a unitary matrix. In
the seminal GSLW'19 paper on QSVT [Gily\'en, Su, Low, and Wiebe, ACM STOC
2019], many algorithms are encompassed, including amplitude amplification,
methods for the quantum linear systems problem, and quantum simulation. Here,
we provide a pedagogical tutorial through these developments, first
illustrating how quantum signal processing may be generalized to the quantum
eigenvalue transform, from which QSVT naturally emerges. Paralleling GSLW'19,
we then employ QSVT to construct intuitive quantum algorithms for search, phase
estimation, and Hamiltonian simulation, and also showcase algorithms for the
eigenvalue threshold problem and matrix inversion. This overview illustrates
how QSVT is a single framework comprising the three major quantum algorithms,
thus suggesting a grand unification of quantum algorithms.","John M. Martyn, Zane M. Rossi, Andrew K. Tan, Isaac L. Chuang",arXiv,quant-ph
A photonic cluster state machine gun,https://arxiv.org/abs/0810.2587,Quantum Photonics,A photonic cluster state machine gun,"We present a method to convert certain single photon sources into devices
capable of emitting large strings of photonic cluster state in a controlled and
pulsed ""on demand"" manner. Such sources would greatly reduce the resources
required to achieve linear optical quantum computation. Standard spin errors,
such as dephasing, are shown to affect only 1 or 2 of the emitted photons at a
time. This allows for the use of standard fault tolerance techniques, and shows
that the photonic machine gun can be fired for arbitrarily long times. Using
realistic parameters for current quantum dot sources, we conclude high
entangled-photon emission rates are achievable, with Pauli-error rates per
photon of less than 0.2%. For quantum dot sources the method has the added
advantage of alleviating the problematic issues of obtaining identical photons
from independent, non-identical quantum dots, and of exciton dephasing.","Netanel H. Lindner, Terry Rudolph",arXiv,"quant-ph, cond-mat.mes-hall"
"A quantum walk control plane for distributed quantum computing in quantum networks - Matheus Guedes de Andrade, Wenhan Dai, Saikat Guha, Don Towsley",https://arxiv.org/abs/2106.09839,,"A quantum walk control plane for distributed quantum computing in
  quantum networks","Quantum networks are complex systems formed by the interaction among quantum
processors through quantum channels. Analogous to classical computer networks,
quantum networks allow for the distribution of quantum computation among
quantum computers. In this work, we describe a quantum walk protocol to perform
distributed quantum computing in a quantum network. The protocol uses a quantum
walk as a quantum control signal to perform distributed quantum operations. We
consider a generalization of the discrete-time coined quantum walk model that
accounts for the interaction between a quantum walker system in the network
graph with quantum registers inside the network nodes. The protocol logically
captures distributed quantum computing, abstracting hardware implementation and
the transmission of quantum information through channels. Control signal
transmission is mapped to the propagation of the walker system across the
network, while interactions between the control layer and the quantum registers
are embedded into the application of coin operators. We demonstrate how to use
the quantum walker system to perform a distributed CNOT operation, which shows
the universality of the protocol for distributed quantum computing.
Furthermore, we apply the protocol to the task of entanglement distribution in
a quantum network.","Matheus Guedes de Andrade, Wenhan Dai, Saikat Guha, Don Towsley",arXiv,quant-ph
"Active learning of quantum system Hamiltonians yields query advantage - Arkopal Dutt, et.al",https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.5.033060,,Active learning of quantum system Hamiltonians yields query advantage,Unknown,"Arkopal Dutt, Edwin Pednault, Chai Wah Wu, Sarah Sheldon, John Smolin, Lev Bishop, Isaac L. Chuang",Physical Review Research,
"Advances in Quantum Cryptography - S. Pirandola, et.al",https://arxiv.org/pdf/1906.01645.pdf,,Advances in Quantum Cryptography,"Quantum cryptography is arguably the fastest growing area in quantum
information science. Novel theoretical protocols are designed on a regular
basis, security proofs are constantly improving, and experiments are gradually
moving from proof-of-principle lab demonstrations to in-field implementations
and technological prototypes. In this review, we provide both a general
introduction and a state of the art description of the recent advances in the
field, both theoretically and experimentally. We start by reviewing protocols
of quantum key distribution based on discrete variable systems. Next we
consider aspects of device independence, satellite challenges, and high rate
protocols based on continuous variable systems. We will then discuss the
ultimate limits of point-to-point private communications and how quantum
repeaters and networks may overcome these restrictions. Finally, we will
discuss some aspects of quantum cryptography beyond standard quantum key
distribution, including quantum data locking and quantum digital signatures.","S. Pirandola, U. L. Andersen, L. Banchi, M. Berta, D. Bunandar, R. Colbeck, D. Englund, T. Gehring, C. Lupo, C. Ottaviani, J. Pereira, M. Razavi, J. S. Shaari, M. Tomamichel, V. C. Usenko, G. Vallone, P. Villoresi, P. Wallden",arXiv,"quant-ph, math-ph, math.MP, physics.app-ph, physics.comp-ph, physics.optics"
Advantages and Bottlenecks of Quantum Machine Learning for Remote Sensing,https://arxiv.org/abs/2101.10657,Quantum Machine Learning (QML),"Advantages and Bottlenecks of Quantum Machine Learning for Remote
  Sensing","This concept paper aims to provide a brief outline of quantum computers,
explore existing methods of quantum image classification techniques, so
focusing on remote sensing applications, and discuss the bottlenecks of
performing these algorithms on currently available open source platforms.
Initial results demonstrate feasibility. Next steps include expanding the size
of the quantum hidden layer and increasing the variety of output image options.","Daniela A. Zaidenberg, Alessandro Sebastianelli, Dario Spiller, Bertrand Le Saux, Silvia Liberata Ullo",arXiv,"quant-ph, cs.AI, cs.LG"
"All-photonic quantum repeaters - Koji Azuma, Kiyoshi Tamaki & Hoi-Kwong Lo",https://arxiv.org/abs/1309.7207,,All photonic quantum repeaters,"Quantum communication holds promise for unconditionally secure transmission
of secret messages and faithful transfer of unknown quantum states. Photons
appear to be the medium of choice for quantum communication. Owing to photon
losses, robust quantum communication over long lossy channels requires quantum
repeaters. It is widely believed that a necessary and highly demanding
requirement for quantum repeaters is the existence of matter quantum memories
at the repeater nodes. Here we show that such a requirement is, in fact,
unnecessary by introducing the concept of all photonic quantum repeaters based
on flying qubits. As an example of the realization of this concept, we present
a protocol based on photonic cluster state machine guns and a loss-tolerant
measurement equipped with local high-speed active feedforwards. We show that,
with such an all photonic quantum repeater, the communication efficiency still
scales polynomially with the channel distance. Our result paves a new route
toward quantum repeaters with efficient single-photon sources rather than
matter quantum memories.","Koji Azuma, Kiyoshi Tamaki, Hoi-Kwong Lo",arXiv,quant-ph
"An Architecture for Meeting Quality-of-Service Requirements in Multi-User Quantum Networks - Matthew Skrzypczyk, Stephanie Wehner",https://arxiv.org/abs/2111.13124,,"An Architecture for Meeting Quality-of-Service Requirements in
  Multi-User Quantum Networks","Quantum communication can enhance internet technology by enabling novel
applications that are provably impossible classically. The successful execution
of such applications relies on the generation of quantum entanglement between
different users of the network which meets stringent performance requirements.
Alongside traditional metrics such as throughput and jitter, one must ensure
the generated entanglement is of sufficiently high quality. Meeting such
performance requirements demands a careful orchestration of many devices in the
network, giving rise to a fundamentally new scheduling problem. Furthermore,
technological limitations of near-term quantum devices impose significant
constraints on scheduling methods hoping to meet performance requirements. In
this work, we propose the first end-to-end design of a centralized quantum
network with multiple users that orchestrates the delivery of entanglement
which meets quality-of-service (QoS) requirements of applications. We achieve
this by using a centrally constructed schedule that manages usage of devices
and ensures the coordinated execution of different quantum operations
throughout the network. We use periodic task scheduling and
resource-constrained project scheduling techniques, including a novel
heuristic, to construct the schedules. Our simulations of four small networks
using hardware-validated network parameters, and of a real-world fiber topology
using futuristic parameters, illustrate trade-offs between traditional and
quantum performance metrics.","Matthew Skrzypczyk, Stephanie Wehner",arXiv,"quant-ph, cs.NI"
Anti-Hong-Ou-Mandel effect with entangled photons,https://arxiv.org/abs/2105.05444,The Hong-Ou-Mandel Effect,Anti-Hong-Ou-Mandel effect with entangled photons,"In the classical Hong-Ou-Mandel (HOM) effect pairs of photons with bosonic
(fermionic) spatial wavefunction coalesce (anti-coalesce) when mixed on a
lossless beamsplitter. Here we report that the presence of dissipation in the
beamsplitter allows the observation of the anti-HOM effect, where bosons
anti-coalesce and fermions show coalescent-like behavior. We provide an
experimental demonstration of the anti-HOM effect for both bosonic and
fermionic two-photon entangled states. Beyond its fundamental significance, the
anti-HOM effect offers applications in quantum information and metrology where
states of entangled photons are dynamically converted.","Anton N. Vetlugin, Ruixiang Guo, Cesare Soci, Nikolay I. Zheludev",arXiv,quant-ph
Assembly and coherent control of a register of nuclear spin qubits,https://arxiv.org/abs/2108.04790,,Assembly and coherent control of a register of nuclear spin qubits,"We introduce an optical tweezer platform for assembling and individually
manipulating a two-dimensional register of nuclear spin qubits. Each nuclear
spin qubit is encoded in the ground $^{1}S_{0}$ manifold of $^{87}$Sr and is
individually manipulated by site-selective addressing beams. We observe that
spin relaxation is negligible after 5 seconds, indicating that $T_1\gg5$ s.
Furthermore, utilizing simultaneous manipulation of subsets of qubits, we
demonstrate significant phase coherence over the entire register, estimating
$T_2^\star = \left(21\pm7\right)$ s and measuring
$T_2^\text{echo}=\left(42\pm6\right)$ s.","Katrina Barnes, Peter Battaglino, Benjamin J. Bloom, Kayleigh Cassella, Robin Coxe, Nicole Crisosto, Jonathan P. King, Stanimir S. Kondov, Krish Kotru, Stuart C. Larsen, Joseph Lauigan, Brian J. Lester, Mickey McDonald, Eli Megidish, Sandeep Narayanaswami, Ciro Nishiguchi, Remy Notermans, Lucas S. Peng, Albert Ryou, Tsung-Yao Wu, Michael Yarwood",arXiv,"quant-ph, physics.atom-ph"
Automated distribution of quantum circuits via hypergraph partitioning,https://arxiv.org/abs/1811.10972,Quantum Circuits,Automated distribution of quantum circuits via hypergraph partitioning,"Quantum algorithms are usually described as monolithic circuits, becoming
large at modest input size. Near-term quantum architectures can only manage a
small number of qubits. We develop an automated method to distribute quantum
circuits over multiple agents, minimising quantum communication between them.
We reduce the problem to hypergraph partitioning and then solve it with
state-of-the-art optimisers. This makes our approach useful in practice, unlike
previous methods. Our implementation is evaluated on five quantum circuits of
practical relevance.","Pablo Andrés-Martínez, Chris Heunen",arXiv,quant-ph
Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer,https://arxiv.org/abs/2010.02905,Quantum Photonics,Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer,"Photonics is the platform of choice to build a modular, easy-to-network
quantum computer operating at room temperature. However, no concrete
architecture has been presented so far that exploits both the advantages of
qubits encoded into states of light and the modern tools for their generation.
Here we propose such a design for a scalable and fault-tolerant photonic
quantum computer informed by the latest developments in theory and technology.
Central to our architecture is the generation and manipulation of
three-dimensional hybrid resource states comprising both bosonic qubits and
squeezed vacuum states. The proposal enables exploiting state-of-the-art
procedures for the non-deterministic generation of bosonic qubits combined with
the strengths of continuous-variable quantum computation, namely the
implementation of Clifford gates using easy-to-generate squeezed states.
Moreover, the architecture is based on two-dimensional integrated photonic
chips used to produce a qubit cluster state in one temporal and two spatial
dimensions. By reducing the experimental challenges as compared to existing
architectures and by enabling room-temperature quantum computation, our design
opens the door to scalable fabrication and operation, which may allow photonics
to leap-frog other platforms on the path to a quantum computer with millions of
qubits.","J. Eli Bourassa, Rafael N. Alexander, Michael Vasmer, Ashlesha Patil, Ilan Tzitrin, Takaya Matsuura, Daiqin Su, Ben Q. Baragiola, Saikat Guha, Guillaume Dauphinais, Krishna K. Sabapathy, Nicolas C. Menicucci, Ish Dhand",arXiv,quant-ph
Bootstrap Embedding on a Quantum Computer,https://arxiv.org/pdf/2301.01457.pdf,Quantum Algorithms,Bootstrap Embedding on a Quantum Computer,"We extend molecular bootstrap embedding to make it appropriate for
implementation on a quantum computer. This enables solution of the electronic
structure problem of a large molecule as an optimization problem for a
composite Lagrangian governing fragments of the total system, in such a way
that fragment solutions can harness the capabilities of quantum computers. By
employing state-of-art quantum subroutines including the quantum SWAP test and
quantum amplitude amplification, we show how a quadratic speedup can be
obtained over the classical algorithm, in principle. Utilization of quantum
computation also allows the algorithm to match -- at little additional
computational cost -- full density matrices at fragment boundaries, instead of
being limited to 1-RDMs. Current quantum computers are small, but quantum
bootstrap embedding provides a potentially generalizable strategy for
harnessing such small machines through quantum fragment matching.","Yuan Liu, Oinam R. Meitei, Zachary E. Chin, Arkopal Dutt, Max Tao, Isaac L. Chuang, Troy Van Voorhis",arXiv,"quant-ph, physics.chem-ph"
"Classical, quantum and total correlations",https://iopscience.iop.org/article/10.1088/0305-4470/34/35/315,Quantum Information Theory,"Classical, quantum and total correlations",Unknown,"L Henderson, V Vedral",Journal of Physics A: Mathematical and General,
"Coherent shuttle of electron-spin states - T. Fujita, T. A. Baart, C. Reichl, W. Wegscheider, L. M. K. Vandersype",https://arxiv.org/abs/1701.00815,,Coherent shuttle of electron-spin states,"We demonstrate a coherent spin shuttle through a GaAs/AlGaAs
quadruple-quantum-dot array. Starting with two electrons in a spin-singlet
state in the first dot, we shuttle one electron over to either the second,
third or fourth dot. We observe that the separated spin-singlet evolves
periodically into the $m=0$ spin-triplet and back before it dephases due to
nuclear spin noise. We attribute the time evolution to differences in the local
Zeeman splitting between the respective dots. With the help of numerical
simulations, we analyse and discuss the visibility of the singlet-triplet
oscillations and connect it to the requirements for coherent spin shuttling in
terms of the inter-dot tunnel coupling strength and rise time of the pulses.
The distribution of entangled spin pairs through tunnel coupled structures may
be of great utility for connecting distant qubit registers on a chip.","T. Fujita, T. A. Baart, C. Reichl, W. Wegscheider, L. M. K. Vandersypen",arXiv,"cond-mat.mes-hall, quant-ph"
"Commercial applications of quantum computing - Francesco Bova, Avi Goldfarb, Roger G. Melko",https://epjquantumtechnology.springeropen.com/articles/10.1140/epjqt/s40507-021-00091-1,,Commercial applications of quantum computing,"AbstractDespite the scientific and engineering challenges facing the development of quantum computers, considerable progress is being made toward applying the technology to commercial applications. In this article, we discuss the solutions that some companies are already building using quantum hardware. Framing these as examples of combinatorics problems, we illustrate their application in four industry verticals: cybersecurity, materials and pharmaceuticals, banking and finance, and advanced manufacturing. While quantum computers are not yet available at the scale needed to solve all of these combinatorics problems, we identify three types of near-term opportunities resulting from advances in quantum computing: quantum-safe encryption, material and drug discovery, and quantum-inspired algorithms.","Francesco Bova, Avi Goldfarb, Roger G. Melko",EPJ Quantum Technology,
"Comparing coherent and incoherent models for quantum homogenization - Anna Beever, Maria Violaris, Chiara Marletto, and Vlatko Vedral",https://arxiv.org/pdf/2309.15741.pdf,,Comparing coherent and incoherent models for quantum homogenization,"Here we investigate the role of quantum interference in the quantum
homogenizer, whose convergence properties model a thermalization process. In
the original quantum homogenizer protocol, a system qubit converges to the
state of identical reservoir qubits through partial-swap interactions, that
allow interference between reservoir qubits. We design an alternative,
incoherent quantum homogenizer, where each system-reservoir interaction is
moderated by a control qubit using a controlled-swap interaction. We show that
our incoherent homogenizer satisfies the essential conditions for
homogenization, being able to transform a qubit from any state to any other
state to arbitrary accuracy, with negligible impact on the reservoir qubits'
states. Our results show that the convergence properties of homogenization
machines that are important for modelling thermalization are not dependent on
coherence between qubits in the homogenization protocol. We then derive bounds
on the resources required to re-use the homogenizers for performing state
transformations. This demonstrates that both homogenizers are universal for any
number of homogenizations, for an increased resource cost.","Anna Beever, Maria Violaris, Chiara Marletto, Vlatko Vedral",arXiv,quant-ph
"Conservation Laws Reveal the Quantumness of Gravity - Tianfeng Feng, Chiara Marletto, Vlatko Vedral",https://arxiv.org/abs/2311.08971,,Conservation Laws and the Quantization of Gravity,"Adopting general frameworks for quantum-classical dynamics, we analyze the
interaction between quantum matter and a classical gravitational field. We
point out that, assuming conservation of momentum or energy, and assuming that
the dynamics obeys Hamiltonian formalism or a particular decomposition property
set out in the paper, the classical gravitational field cannot change the
momentum or energy of the quantum system, whereas the quantum gravitational
field can do so. Drawing upon the fundamental relationship between conservation
laws and the quantum properties of objects, our analysis offers new
perspectives for the study of quantum gravity and provides a novel
interpretation of existing experimental observations, such as free fall.","Tianfeng Feng, Chiara Marletto, Vlatko Vedral",arXiv,"quant-ph, gr-qc"
"Constructor Theory of Information - David Deutsch, Chiara Marletto",https://arxiv.org/abs/1405.5563,,Constructor Theory of Information,"We present a theory of information expressed solely in terms of which
transformations of physical systems are possible and which are impossible -
i.e. in constructor-theoretic terms. Although it includes conjectured laws of
physics that are directly about information, independently of the details of
particular physical instantiations, it does not regard information as an a
priori mathematical or logical concept, but as something whose nature and
properties are determined by the laws of physics alone. It does not suffer from
the circularity at the foundations of existing information theory (namely that
information and distinguishability are each defined in terms of the other). It
explains the relationship between classical and quantum information, and
reveals the single, constructor-theoretic property underlying the most
distinctive phenomena associated with the latter, including the lack of
in-principle distinguishability of some states, the impossibility of cloning,
the existence of pairs of variables that cannot simultaneously have sharp
values, the fact that measurement processes can be both deterministic and
unpredictable, the irreducible perturbation caused by measurement, and
entanglement (locally inaccessible information).","David Deutsch, Chiara Marletto",arXiv,quant-ph
Constructor Theory of Life - Chiara Marletto,https://arxiv.org/abs/1407.0681,,Constructor Theory of Life,"Neo-Darwinian evolutionary theory explains how the appearance of purposive
design in the sophisticated adaptations of living organisms can have come about
without their intentionally being designed. The explanation relies crucially on
the possibility of certain physical processes: mainly, gene replication and
natural selection. In this paper I show that for those processes to be possible
without the design of biological adaptations being encoded in the laws of
physics, those laws must have certain other properties. The theory of what
these properties are is not part of evolution theory proper, and has not been
developed, yet without it the neo-Darwinian theory does not fully achieve its
purpose of explaining the appearance of design. To this end I apply Constructor
Theory's new mode of explanation to provide an exact formulation of the
appearance of design, of no-design laws, and of the logic of self-reproduction
and natural selection, within fundamental physics. I conclude that
self-reproduction, replication and natural selection are possible under
no-design laws, the only non-trivial condition being that they allow digital
information to be physically instantiated. This has an exact characterisation
in the constructor theory of information. I also show that under no-design laws
an accurate replicator requires the existence of a ""vehicle"" constituting,
together with the replicator, a self-reproducer.",Chiara Marletto,arXiv,"physics.bio-ph, quant-ph"
Constructor Theory of Probability,https://arxiv.org/abs/1507.03287,Constructor Theory,Constructor Theory of Probability,"Unitary quantum theory, having no Born Rule, is non-probabilistic. Hence the
notorious problem of reconciling it with the unpredictability and appearance of
stochasticity in quantum measurements. Generalising and improving upon the
so-called 'decision-theoretic approach' (Deutsch, 1999; Wallace, 2003, 2007,
2012), I shall recast that problem in the recently proposed constructor theory
of information - where quantum theory is represented as one of a class of
superinformation theories, which are local, non-probabilistic theories
conforming to certain constructor-theoretic conditions. I prove that the
unpredictability of measurement outcomes (to which I give an exact meaning via
constructor theory), necessarily arises in superinformation theories. Then I
explain how the appearance of stochasticity in (finitely many) repeated
measurements can arise under superinformation theories. And I establish
sufficient conditions for a superinformation theory to inform decisions (made
under it) as if it were probabilistic, via a Deutsch-Wallace-type argument -
thus defining a class of decision-supporting superinformation theories. This
broadens the domain of applicability of that argument to cover
constructor-theory compliant theories. In addition, in this version some of the
argument's assumptions, previously construed as merely decision-theoretic,
follow from physical properties expressed by constructor-theoretic principles.",Chiara Marletto,arXiv,quant-ph
Constructor Theory of Thermodynamics - Chiara Marletto,https://arxiv.org/abs/1608.02625,,Constructor Theory of Thermodynamics,"All current formulations of thermodynamics invoke some form of
coarse-graining or ensembles as the supposed link between their own laws and
the microscopic laws of motion. They deal only with ensemble-averages,
expectation values, macroscopic limits, infinite heat baths, etc., not with the
details of physical variables of individual microscopic systems. They are
consistent with the laws of motion for finite systems only in certain
approximations, which improve with increasing scale, given various assumptions
about initial conditions which are neither specified precisely nor even thought
to hold exactly in nature. Here I propose a new formulation of the zeroth,
first and second laws, improving upon the axiomatic approach to thermodynamics
(Carath\'eodory, 1909; Lieb & Yngvason, 1999), via the principles of the
recently proposed constructor theory. Specifically, I provide a
non-approximative, scale-independent formulation of 'adiabatic accessibility';
this in turn provides a non-approximative, scale-independent distinction
between work and heat and reveals an unexpected connection between information
theory and the first law of thermodynamics (not just the second). It also
achieves the long-sought unification of the axiomatic approach with Kelvin's.",Chiara Marletto,arXiv,physics.class-ph
Continued Fractions and Probability Estimations in Shor’s Algorithm: A Detailed and Self-Contained Treatise -Johanna Barzen and Frank Leymann,https://arxiv.org/abs/2205.01925,,"Continued Fractions and Probability Estimations in the Shor Algorithm --
  A Detailed and Self-Contained Treatise","The algorithm of Shor for prime factorization is a hybrid algorithm
consisting of a quantum part and a classical part. The main focus of the
classical part is a continued fraction analysis. The presentation of this is
often short, pointing to text books on number theory. In this contribution, we
present the relevant results and proofs from the theory of continued fractions
in detail (even in more detail than in text books) filling the gap to allow a
complete comprehension of the algorithm of Shor. Similarly, we provide a
detailed computation of the estimation of the probability that convergents will
provide the period required for determining a prime factor.","Johanna Barzen, Frank Leymann",arXiv,"math.HO, math.NT, quant-ph"
"Quantum Data Center: Theories and Applications - Junyu Liu, Connor T. Hann, and Liang Jiang1",https://arxiv.org/abs/2207.14336,,Data centers with quantum random access memory and quantum networks,"In this paper, we propose the Quantum Data Center (QDC), an architecture
combining Quantum Random Access Memory (QRAM) and quantum networks. We give a
precise definition of QDC, and discuss its possible realizations and
extensions. We discuss applications of QDC in quantum computation, quantum
communication, and quantum sensing, with a primary focus on QDC for $T$-gate
resources, QDC for multi-party private quantum communication, and QDC for
distributed sensing through data compression. We show that QDC will provide
efficient, private, and fast services as a future version of data centers.","Junyu Liu, Connor T. Hann, Liang Jiang",arXiv,"quant-ph, cs.DC, cs.LG"
Deep Learning with Coherent Nanophotonic Circuits - Yichen Shen,https://arxiv.org/pdf/1610.02365.pdf,,Deep Learning with Coherent Nanophotonic Circuits,"Artificial Neural Networks are computational network models inspired by
signal processing in the brain. These models have dramatically improved the
performance of many learning tasks, including speech and object recognition.
However, today's computing hardware is inefficient at implementing neural
networks, in large part because much of it was designed for von Neumann
computing schemes. Significant effort has been made to develop electronic
architectures tuned to implement artificial neural networks that improve upon
both computational speed and energy efficiency. Here, we propose a new
architecture for a fully-optical neural network that, using unique advantages
of optics, promises a computational speed enhancement of at least two orders of
magnitude over the state-of-the-art and three orders of magnitude in power
efficiency for conventional learning tasks. We experimentally demonstrate
essential parts of our architecture using a programmable nanophotonic
processor.","Yichen Shen, Nicholas C. Harris, Scott Skirlo, Mihika Prabhu, Tom Baehr-Jones, Michael Hochberg, Xin Sun, Shijie Zhao, Hugo Larochelle, Dirk Englund, Marin Soljacic",arXiv,"physics.optics, physics.comp-ph"
Designing a Quantum Network Protocol,https://arxiv.org/abs/2010.02575,Quantum Protocol Design,Designing a Quantum Network Protocol,"The second quantum revolution brings with it the promise of a quantum
internet. As the first quantum network hardware prototypes near completion new
challenges emerge. A functional network is more than just the physical
hardware, yet work on scalable quantum network systems is in its infancy. In
this paper we present a quantum network protocol designed to enable end-to-end
quantum communication in the face of the new fundamental and technical
challenges brought by quantum mechanics. We develop a quantum data plane
protocol that enables end-to-end quantum communication and can serve as a
building block for more complex services. One of the key challenges in
near-term quantum technology is decoherence -- the gradual decay of quantum
information -- which imposes extremely stringent limits on storage times. Our
protocol is designed to be efficient in the face of short quantum memory
lifetimes. We demonstrate this using a simulator for quantum networks and show
that the protocol is able to deliver its service even in the face of
significant losses due to decoherence. Finally, we conclude by showing that the
protocol remains functional on the extremely resource limited hardware that is
being developed today underlining the timeliness of this work.","Wojciech Kozlowski, Axel Dahlberg, Stephanie Wehner",arXiv,"cs.NI, quant-ph"
Disentangling Hype from Practicality: On Realistically Achieving Quantum Advantage,https://arxiv.org/pdf/2307.00523.pdf,Quantum Markets and Hype,"Disentangling Hype from Practicality: On Realistically Achieving Quantum
  Advantage","Quantum computers offer a new paradigm of computing with the potential to
vastly outperform any imagineable classical computer. This has caused a gold
rush towards new quantum algorithms and hardware. In light of the growing
expectations and hype surrounding quantum computing we ask the question which
are the promising applications to realize quantum advantage. We argue that
small data problems and quantum algorithms with super-quadratic speedups are
essential to make quantum computers useful in practice. With these guidelines
one can separate promising applications for quantum computing from those where
classical solutions should be pursued. While most of the proposed quantum
algorithms and applications do not achieve the necessary speedups to be
considered practical, we already see a huge potential in material science and
chemistry. We expect further applications to be developed based on our
guidelines.","Torsten Hoefler, Thomas Haener, Matthias Troyer",arXiv,"quant-ph, cs.DS, cs.PF, physics.pop-ph"
"Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing - M. Cerezo et. al.",https://arxiv.org/pdf/2312.09121.pdf,,"Does provable absence of barren plateaus imply classical simulability?
  Or, why we need to rethink variational quantum computing","A large amount of effort has recently been put into understanding the barren
plateau phenomenon. In this perspective article, we face the increasingly loud
elephant in the room and ask a question that has been hinted at by many but not
explicitly addressed: Can the structure that allows one to avoid barren
plateaus also be leveraged to efficiently simulate the loss classically? We
present strong evidence that commonly used models with provable absence of
barren plateaus are also classically simulable, provided that one can collect
some classical data from quantum devices during an initial data acquisition
phase. This follows from the observation that barren plateaus result from a
curse of dimensionality, and that current approaches for solving them end up
encoding the problem into some small, classically simulable, subspaces. Thus,
while stressing quantum computers can be essential for collecting data, our
analysis sheds serious doubt on the non-classicality of the information
processing capabilities of parametrized quantum circuits for barren
plateau-free landscapes. We end by discussing caveats in our arguments, the
role of smart initializations and the possibility of provably superpolynomial,
or simply practical, advantages from running parametrized quantum circuits.","M. Cerezo, Martin Larocca, Diego García-Martín, N. L. Diaz, Paolo Braccia, Enrico Fontana, Manuel S. Rudolph, Pablo Bermejo, Aroosa Ijaz, Supanut Thanasilp, Eric R. Anschuetz, Zoë Holmes",arXiv,"quant-ph, cs.LG, stat.ML"
Efficient parametric frequency conversion in lithium niobate nanophotonic chips,https://arxiv.org/abs/1903.08722,Quantum Photonics,"Efficient parametric frequency conversions in lithium niobate
  nanophotonic chips","Chip-integrated nonlinear photonics holds the key for advanced optical
information processing with superior performance and novel functionalities.
Here, we present an optimally mode-matched, periodically poled lithium niobate
nanowaveguide for efficient parametric frequency conversions on chip. Using a
4-mm nanowaveguide with subwavelength mode confinement, we demonstrate second
harmonic generation with efficiency over $2200\%~W^{-1}cm^{-2}$, and broadband
difference frequency generation with similar efficiency over a 4.5-THz spectral
span. These allow us to generate correlated photon pairs over multiple
frequency channels via spontaneous parametric down conversion, all in their
fundamental spatial modes, with a coincidence to accidental ratio as high as
600. The high efficiency and dense integrability of the present chip devices
may pave a viable route to scalable nonlinear applications in both classical
and quantum domains.","Jia-yang Chen, Yong Meng Sua, Zhao-hui Ma, Chao Tang, Zhan Li, Yu-ping Huang",arXiv,"quant-ph, physics.optics"
Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate,https://arxiv.org/pdf/2310.19895.pdf,Silicon Based Technologies,Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate,"Electrical control of individual spins and photons in solids is key for
quantum technologies, but scaling down to small, static systems remains
challenging. Here, we demonstrate nanoscale electrical tuning of neutral and
charged excitons in monolayer WSe2 using 1-nm carbon nanotube gates.
Electrostatic simulations reveal a confinement radius below 15 nm, reaching the
exciton Bohr radius limit for few-layer dielectric spacing. In situ
photoluminescence spectroscopy shows gate-controlled conversion between neutral
excitons, negatively charged trions, and biexcitons at 4 K. Important for
quantum information processing applications, our measurements indicate gating
of a local 2D electron gas in the WSe2 layer, coupled to photons via trion
transitions with binding energies exceeding 20 meV. The ability to
deterministically tune and address quantum emitters using nanoscale gates
provides a pathway towards large-scale quantum optoelectronic circuits and
spin-photon interfaces for quantum networking.","Jawaher Almutlaq, Jiangtao Wang, Linsen Li, Chao Li, Tong Dang, Vladimir Bulović, Jing Kong, Dirk Englund",arXiv,"cond-mat.mes-hall, physics.optics"
Elementary gates for quantum computation,https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457,Quantum Circuits,Elementary gates for quantum computation,Unknown,"Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, Norman Margolus, Peter Shor, Tycho Sleator, John A. Smolin, Harald Weinfurter",Physical Review A,
"Elementary gates for quantum computation - Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, ...",https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457?cm_mc_uid=43781767191014577577895&cm_mc_sid_50200000=1460741020,,Elementary gates for quantum computation,Unknown,"Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, Norman Margolus, Peter Shor, Tycho Sleator, John A. Smolin, Harald Weinfurter",Physical Review A,
"Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of Noisy Quantum Signal Processing - Andrew K. Tan, Yuan Liu, Minh C. Tran, Isaac L. Chuang",https://arxiv.org/pdf/2301.08542.pdf,,"Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of
  Noisy Quantum Signal Processing","The intrinsic probabilistic nature of quantum systems makes error correction
or mitigation indispensable for quantum computation. While current
error-correcting strategies focus on correcting errors in quantum states or
quantum gates, these fine-grained error-correction methods can incur
significant overhead for quantum algorithms of increasing complexity. We
present a first step in achieving error correction at the level of quantum
algorithms by combining a unified perspective on modern quantum algorithms via
quantum signal processing (QSP). An error model of under- or over-rotation of
the signal processing operator parameterized by $\epsilon < 1$ is introduced.
It is shown that while Pauli $Z$-errors are not recoverable without additional
resources, Pauli $X$ and $Y$ errors can be arbitrarily suppressed by coherently
appending a noisy `recovery QSP.' Furthermore, it is found that a recovery QSP
of length $O(2^k c^{k^2} d)$ is sufficient to correct any length-$d$ QSP with
$c$ unique phases to $k^{th}$-order in error $\epsilon$. Allowing an additional
assumption, a lower bound of $\Omega(cd)$ is shown, which is tight for $k = 1$,
on the length of the recovery sequence. Our algorithmic-level error correction
method is applied to Grover's fixed-point search algorithm as a demonstration.","Andrew K. Tan, Yuan Liu, Minh C. Tran, Isaac L. Chuang",arXiv,quant-ph
Experimental Estimation of Quantum State Properties from Classical Shadows,https://arxiv.org/abs/2008.05234,Measurement & State Estimation,"Experimental Estimation of Quantum State Properties from Classical
  Shadows","Full quantum tomography of high-dimensional quantum systems is experimentally
infeasible due to the exponential scaling of the number of required
measurements on the number of qubits in the system. However, several ideas were
proposed recently for predicting the limited number of features for these
states, or estimating the expectation values of operators, without the need for
full state reconstruction. These ideas go under the general name of shadow
tomography. Here we provide an experimental demonstration of property
estimation based on classical shadows proposed in [H.-Y. Huang, R. Kueng, J.
Preskill. Nat. Phys. https://doi.org/10.1038/s41567-020-0932-7 (2020)] and
study its performance in the quantum optical experiment with high-dimensional
spatial states of photons. We show on experimental data how this procedure
outperforms conventional state reconstruction in fidelity estimation from a
limited number of measurements.","G. I. Struchalin, Ya. A. Zagorovskii, E. V. Kovlakov, S. S. Straupe, S. P. Kulik",arXiv,quant-ph
Experimental demonstration of memory-enhanced quantum communication,https://arxiv.org/abs/1909.01323,Quantum Photonics,Experimental demonstration of memory-enhanced quantum communication,"The ability to communicate quantum information over long distances is of
central importance in quantum science and engineering. For example, it enables
secure quantum key distribution (QKD) relying on fundamental principles that
prohibit the ""cloning"" of unknown quantum states. While QKD is being
successfully deployed, its range is currently limited by photon losses and
cannot be extended using straightforward measure-and-repeat strategies without
compromising its unconditional security. Alternatively, quantum repeaters,
which utilize intermediate quantum memory nodes and error correction
techniques, can extend the range of quantum channels. However, their
implementation remains an outstanding challenge, requiring a combination of
efficient and high-fidelity quantum memories, gate operations, and
measurements. Here we report the experimental realization of memory-enhanced
quantum communication. We use a single solid-state spin memory integrated in a
nanophotonic diamond resonator to implement asynchronous Bell-state
measurements. This enables a four-fold increase in the secret key rate of
measurement device independent (MDI)-QKD over the loss-equivalent
direct-transmission method while operating megahertz clock rates. Our results
represent a significant step towards practical quantum repeaters and
large-scale quantum networks.","Mihir K. Bhaskar, Ralf Riedinger, Bartholomeus Machielse, David S. Levonian, Christian T. Nguyen, Erik N. Knall, Hongkun Park, Dirk Englund, Marko Lončar, Denis D. Sukachev, Mikhail D. Lukin",arXiv,quant-ph
"Exponential speedups for quantum walks in random hierarchical graphs - Shankar Balasubramanian, Tongyang Li, and Aram Harrow",https://arxiv.org/abs/2307.15062,,Exponential speedups for quantum walks in random hierarchical graphs,"There are few known exponential speedups for quantum algorithms and these
tend to fall into even fewer families. One speedup that has mostly resisted
generalization is the use of quantum walks to traverse the welded-tree graph,
due to Childs, Cleve, Deotto, Farhi, Gutmann, and Spielman. We show how to
generalize this to a large class of hierarchical graphs in which the vertices
are grouped into ""supervertices"" which are arranged according to a
$d$-dimensional lattice. Supervertices can have different sizes, and edges
between supervertices correspond to random connections between their
constituent vertices.
  The hitting times of quantum walks on these graphs are related to the
localization properties of zero modes in certain disordered tight binding
Hamiltonians. The speedups range from superpolynomial to exponential, depending
on the underlying dimension and the random graph model. We also provide
concrete realizations of these hierarchical graphs, and introduce a general
method for constructing graphs with efficient quantum traversal times using
graph sparsification.","Shankar Balasubramanian, Tongyang Li, Aram Harrow",arXiv,"quant-ph, cond-mat.dis-nn, cond-mat.stat-mech, cond-mat.str-el"
Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by Classical Error-Correcting Codes,https://arxiv.org/abs/1605.05647,Quantum Error Correction,"Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by
  Classical Error-Correcting Codes","Stabilizer states are extensively studied in quantum information theory for
their structures based on the Pauli group. Calderbank-Shor-Steane (CSS)
stabilizer states are of particular importance in their application to
fault-tolerant quantum computation (FTQC). However, how to fault-tolerantly
prepare arbitrary CSS stabilizer states for general CSS stabilizer codes is
still unknown, and their preparation can be highly costly in computational
resources. In this paper, we show how to prepare a large class of CSS
stabilizer states useful for FTQC. We propose distillation protocols using
syndrome encoding by classical codes or quantum CSS codes. Along the same
lines, we show that classical coding techniques can reduce the ancilla
consumption in Steane syndrome extraction by using additional transversal
controlled-NOT gates and classical computing power. In the scenario of a fixed
ancilla consumption rate, we can increase the frequency of quantum error
correction and effectively lower the error rate.","Ching-Yi Lai, Yi-Cong Zheng, Todd A. Brun",arXiv,quant-ph
Field-Deployable Quantum Memory for Quantum Networking,https://journals.aps.org/prapplied/abstract/10.1103/PhysRevApplied.18.044058,Quantum Memories,Field-Deployable Quantum Memory for Quantum Networking,Unknown,"Yang Wang, Alexander N. Craddock, Rourke Sekelsky, Mael Flament, Mehdi Namazi",Physical Review Applied,
Five open problems in theory of quantum information,https://arxiv.org/abs/2002.03233,Quantum Information Theory,Five open problems in quantum information,"We identify five selected open problems in the theory of quantum information,
which are rather simple to formulate, were well-studied in the literature, but
are technically not easy. As these problems enjoy diverse mathematical
connections, they offer a huge breakthrough potential. The first four concern
existence of certain objects relevant for quantum information, namely a family
of symmetric informationally complete generalized measurements in an infinite
sequence of dimensions, mutually unbiased bases in dimension six, absolutely
maximally entangled states for four subsystems with six levels each and bound
entangled states with negative partial transpose. The fifth problem requires
checking whether a certain state of a two-ququart system is 2-copy distillable.
An award for solving each of them is announced.","Paweł Horodecki, Łukasz Rudnicki, Karol Życzkowski",arXiv,quant-ph
Foundations for Near-Term Quantum Natural Language Processing,https://arxiv.org/abs/2012.03755,Natural Language Processing & Quantum Computing,Foundations for Near-Term Quantum Natural Language Processing,"We provide conceptual and mathematical foundations for near-term quantum
natural language processing (QNLP), and do so in quantum computer scientist
friendly terms. We opted for an expository presentation style, and provide
references for supporting empirical evidence and formal statements concerning
mathematical generality.
  We recall how the quantum model for natural language that we employ
canonically combines linguistic meanings with rich linguistic structure, most
notably grammar. In particular, the fact that it takes a quantum-like model to
combine meaning and structure, establishes QNLP as quantum-native, on par with
simulation of quantum systems. Moreover, the now leading Noisy
Intermediate-Scale Quantum (NISQ) paradigm for encoding classical data on
quantum hardware, variational quantum circuits, makes NISQ exceptionally
QNLP-friendly: linguistic structure can be encoded as a free lunch, in contrast
to the apparently exponentially expensive classical encoding of grammar.
  Quantum speed-up for QNLP tasks has already been established in previous work
with Will Zeng. Here we provide a broader range of tasks which all enjoy the
same advantage.
  Diagrammatic reasoning is at the heart of QNLP. Firstly, the quantum model
interprets language as quantum processes via the diagrammatic formalism of
categorical quantum mechanics. Secondly, these diagrams are via ZX-calculus
translated into quantum circuits. Parameterisations of meanings then become the
circuit variables to be learned.
  Our encoding of linguistic structure within quantum circuits also embodies a
novel approach for establishing word-meanings that goes beyond the current
standards in mainstream AI, by placing linguistic structure at the heart of
Wittgenstein's meaning-is-context.","Bob Coecke, Giovanni de Felice, Konstantinos Meichanetzidis, Alexis Toumi",arXiv,"quant-ph, cs.CL"
Fundamental Principle of Information-to-Energy Conversion - Antonio Alfonso-Faus,https://arxiv.org/abs/1401.6052,,Fundamental Principle of Information-to-Energy Conversion,"The equivalence of 1 bit of information to entropy was given by Landauer in
1961 as kln2, k the Boltzmann constant. Erasing information implies heat
dissipation and the energy of 1 bit would then be (the Landauers limit) kT ln
2, T being the ambient temperature. From a quantum-cosmological point of view
the minimum quantum of energy in the universe corresponds today to a
temperature of 10^(-29) degrees K, probably forming a cosmic background of a
Bose condensate [1]. Then, the bit with minimum energy today in the Universe is
a quantum of energy 10^(-45)ergs, with an equivalent mass of 10^(-66)g. Low
temperature implies low energy per bit and, of course, this is the way for
faster and less energy dissipating computing devices. Our conjecture is this:
the possibility of a future access to the CBBC (a coupling/channeling?) would
mean a huge jump in the performance of these devices.",Antonio Alfonso-Faus,arXiv,physics.gen-ph
Fusion-based quantum computation,https://arxiv.org/abs/2101.09310,Quantum Photonics,Fusion-based quantum computation,"We introduce fusion-based quantum computing (FBQC) - a model of universal
quantum computation in which entangling measurements, called fusions, are
performed on the qubits of small constant-sized entangled resource states. We
introduce a stabilizer formalism for analyzing fault tolerance and computation
in these schemes. This framework naturally captures the error structure that
arises in certain physical systems for quantum computing, such as photonics.
FBQC can offer significant architectural simplifications, enabling hardware
made up of many identical modules, requiring an extremely low depth of
operations on each physical qubit and reducing classical processing
requirements. We present two pedagogical examples of fault-tolerant schemes
constructed in this framework and numerically evaluate their threshold under a
hardware agnostic fusion error model including both erasure and Pauli error. We
also study an error model of linear optical quantum computing with
probabilistic fusion and photon loss. In FBQC the non-determinism of fusion is
directly dealt with by the quantum error correction protocol, along with other
errors. We find that tailoring the fault-tolerance framework to the physical
system allows the scheme to have a higher threshold than schemes reported in
literature. We present a ballistic scheme which can tolerate a 10.4%
probability of suffering photon loss in each fusion.","Sara Bartolucci, Patrick Birchall, Hector Bombin, Hugo Cable, Chris Dawson, Mercedes Gimeno-Segovia, Eric Johnston, Konrad Kieling, Naomi Nickerson, Mihir Pant, Fernando Pastawski, Terry Rudolph, Chris Sparrow",arXiv,quant-ph
Gate Set Tomography,https://arxiv.org/abs/2009.07301,Programmable Quantum Gates,Gate Set Tomography,"Gate set tomography (GST) is a protocol for detailed, predictive
characterization of logic operations (gates) on quantum computing processors.
Early versions of GST emerged around 2012-13, and since then it has been
refined, demonstrated, and used in a large number of experiments. This paper
presents the foundations of GST in comprehensive detail. The most important
feature of GST, compared to older state and process tomography protocols, is
that it is calibration-free. GST does not rely on pre-calibrated state
preparations and measurements. Instead, it characterizes all the operations in
a gate set simultaneously and self-consistently, relative to each other. Long
sequence GST can estimate gates with very high precision and efficiency,
achieving Heisenberg scaling in regimes of practical interest. In this paper,
we cover GST's intellectual history, the techniques and experiments used to
achieve its intended purpose, data analysis, gauge freedom and fixing, error
bars, and the interpretation of gauge-fixed estimates of gate sets. Our focus
is fundamental mathematical aspects of GST, rather than implementation details,
but we touch on some of the foundational algorithmic tricks used in the pyGSTi
implementation.","Erik Nielsen, John King Gamble, Kenneth Rudinger, Travis Scholten, Kevin Young, Robin Blume-Kohout",arXiv,quant-ph
"High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides - Jie Zhao, Chaoxuan Ma, Michael Rüsing, and Shayan Mookherjea",https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.163603,,High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides,Unknown,"Jie Zhao, Chaoxuan Ma, Michael Rüsing, Shayan Mookherjea",Physical Review Letters,
Implementation of multidimensional quantum walks using linear optics and classical light,https://journals.aps.org/pra/abstract/10.1103/PhysRevA.92.040302,Experimental Simulating Tools,Implementation of multidimensional quantum walks using linear optics and classical light,Unknown,"Sandeep K. Goyal, Filippus S. Roux, Andrew Forbes, Thomas Konrad",Physical Review A,
"Interference in Quantum Field Theory: Detecting Ghosts with Phases - Chiara Marletto, Vlatko Vedral",https://onlinelibrary.wiley.com/doi/full/10.1002/andp.202200530,,Interference in Quantum Field Theory: Detecting Ghosts with Phases,"AbstractThis study discusses the implications of the principle of locality for interference in quantum field theory. As an example, it considers the interaction of two charges via a mediating quantum field and the resulting interference pattern in the Lorenz gauge. Using the Heisenberg picture, it is proposed that detecting relative phases or entanglement between two charges in an interference experiment is equivalent to accessing empirically the gauge degrees of freedom associated with the so‐called ghost (scalar) modes of the field in the Lorenz gauge. These results imply that ghost modes are measurable and hence physically relevant, contrary to what is usually thought. They also raise interesting questions about the relation between the principle of locality and the principle of gauge‐invariance. This analysis also applies to linearized quantum gravity in the harmonic gauge, and hence has implications for the recently proposed entanglement‐based witnesses of non‐classicality in gravity.","Chiara Marletto, Vlatko Vedral",Annalen der Physik,
Is quantum computing green? An estimate for an energy-efficiency quantum advantage,https://arxiv.org/pdf/2205.12092.pdf,Quantum Markets and Hype,"Is quantum computing green? An estimate for an energy-efficiency quantum
  advantage","The quantum advantage threshold determines when a quantum processing unit
(QPU) is more efficient with respect to classical computing hardware in terms
of algorithmic complexity. The ""green"" quantum advantage threshold $-$ based on
a comparison of energetic efficiency between the two $-$ is going to play a
fundamental role in the comparison between quantum and classical hardware.
Indeed, its characterization would enable better decisions on energy-saving
strategies, e.g. for distributing the workload in hybrid quantum-classical
algorithms. Here, we show that the green quantum advantage threshold crucially
depends on (i) the quality of the experimental quantum gates and (ii) the
entanglement generated in the QPU. Indeed, for NISQ hardware and algorithms
requiring a moderate amount of entanglement, a classical tensor network
emulation can be more energy-efficient at equal final state fidelity than
quantum computation. We compute the green quantum advantage threshold for a few
paradigmatic examples in terms of algorithms and hardware platforms, and
identify algorithms with a power-law decay of singular values of bipartitions
$-$ with power-law exponent $\alpha \lesssim 1$ $-$ as the green quantum
advantage threshold in the near future.","Daniel Jaschke, Simone Montangero",arXiv,quant-ph
"Large-scale optical characterization of solid-state quantum emitters - Madison Sutula, et. al.",https://arxiv.org/pdf/2210.13643.pdf,,Large-scale optical characterization of solid-state quantum emitters,"Solid-state quantum emitters have emerged as a leading quantum memory for
quantum networking applications. However, standard optical characterization
techniques are neither efficient nor repeatable at scale. In this work, we
introduce and demonstrate spectroscopic techniques that enable large-scale,
automated characterization of color centers. We first demonstrate the ability
to track color centers by registering them to a fabricated machine-readable
global coordinate system, enabling systematic comparison of the same color
center sites over many experiments. We then implement resonant
photoluminescence excitation in a widefield cryogenic microscope to parallelize
resonant spectroscopy, achieving two orders of magnitude speed-up over confocal
microscopy. Finally, we demonstrate automated chip-scale characterization of
color centers and devices at room temperature, imaging thousands of microscope
fields of view. These tools will enable accelerated identification of useful
quantum emitters at chip-scale, enabling advances in scaling up color center
platforms for quantum information applications, materials science, and device
design and characterization.","Madison Sutula, Ian Christen, Eric Bersin, Michael P. Walsh, Kevin C. Chen, Justin Mallek, Alexander Melville, Michael Titze, Edward S. Bielejec, Scott Hamilton, Danielle Braje, P. Benjamin Dixon, Dirk R. Englund",arXiv,"quant-ph, cond-mat.mtrl-sci, physics.optics"
Locality in the Schrodinger Picture of Quantum Mechanics - Vlatko Vedral,https://arxiv.org/pdf/2312.04701.pdf,,Locality in the Schroedinger Picture of Quantum Mechanics,"We explain how the so-called Einstein locality is to be understood in the
Schr\""odinger picture of quantum mechanics. This notion is perfectly compatible
with the Bell non-locality exhibited by entangled states. Contrary to some
beliefs that quantum mechanics is incomplete, it is, in fact, its
overcompleteness as exemplified by different pictures of quantum physics, that
points to the same underlying reality.",Vlatko Vedral,arXiv,quant-ph
Microwave Quantum Memristors,https://arxiv.org/abs/2311.06925,Novel Quantum Devices,Microwave Quantum Memcapacitor Effect,"Developing the field of neuromorphic quantum computing necessitates designing
scalable quantum memory devices. Here, we propose a superconducting quantum
memory device in the microwave regime, termed as a microwave quantum
memcapacitor. It comprises two linked resonators, the primary one is coupled to
a Superconducting Quantum Interference Device, which allows for the modulation
of the resonator properties through external magnetic flux. The auxiliary
resonator, operated through weak measurements, provides feedback to the primary
resonator, ensuring stable memory behaviour. This device operates with a
classical input in one cavity while reading the response in the other, serving
as a fundamental building block toward arrays of microwave quantum
memcapacitors. We observe that a bipartite setup can retain its memory
behaviour and gains entanglement and quantum correlations. Our findings pave
the way for the experimental implementation of memcapacitive superconducting
quantum devices and memory device arrays for neuromorphic quantum computing.","X. -Y. Qiu, S. Kumar, F. A. Cárdenas-López, G. Alvarado Barrios, E. Solano, F. Albarrán-Arriagada",arXiv,"quant-ph, cond-mat.supr-con"
Mitigating the quantum hype - Olivier Ezratty,https://arxiv.org/abs/2202.01925,,Mitigating the quantum hype,"We are in the midst of quantum hype with some excessive claims of quantum
computing potential, many vendors' and even some research organizations'
exaggerations, and a funding frenzy for very low technology readiness level
startups. Governments are contributing to this hype with their large quantum
initiatives and their technology sovereignty aspirations. Technology hypes are
not bad per se since they create emulation, drive innovations and also
contribute to attracting new talents. It works as scientists and vendors
deliver progress and innovation on a continuous basis after a so-called peak of
expectations. It fails with exaggerated overpromises and underdeliveries that
last too long. It could cut short research and innovation funding, creating
some sort of quantum winter. After looking at the shape and form of technology
and science hypes and driving some lessons from past hypes, we investigate the
current quantum hype and its specifics. We find that, although there is some
significant uncertainty on the potential to create real scalable quantum
computers, the scientific and vendor fields are relatively sane and solid
compared to other technology hypes. The vendors hype has some profound and
disruptive impact on the organization of fundamental research. Also, quantum
technologies comprise other fields like quantum telecommunications and quantum
sensing with a higher technology readiness level, which are less prone to hype.
We then make some proposals to mitigate the potential negative effects of the
current quantum hype including recommendations on scientific communication to
strengthen the trust in quantum science, vendor behavior improvements,
benchmarking methodologies, public education and putting in place a responsible
research and innovation approach.",Olivier Ezratty,arXiv,"physics.soc-ph, physics.hist-ph, quant-ph"
"Mitiq: A software package for error mitigation on noisy quantum computers - Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J. Karalekas, Andre A. Alves, ...",https://arxiv.org/abs/2009.04417,,"Mitiq: A software package for error mitigation on noisy quantum
  computers","We introduce Mitiq, a Python package for error mitigation on noisy quantum
computers. Error mitigation techniques can reduce the impact of noise on
near-term quantum computers with minimal overhead in quantum resources by
relying on a mixture of quantum sampling and classical post-processing
techniques. Mitiq is an extensible toolkit of different error mitigation
methods, including zero-noise extrapolation, probabilistic error cancellation,
and Clifford data regression. The library is designed to be compatible with
generic backends and interfaces with different quantum software frameworks. We
describe Mitiq using code snippets to demonstrate usage and discuss features
and contribution guidelines. We present several examples demonstrating error
mitigation on IBM and Rigetti superconducting quantum processors as well as on
noisy simulators.","Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J. Karalekas, Andre A. Alves, Piotr Czarnik, Mohamed El Mandouh, Max H. Gordon, Yousef Hindy, Aaron Robertson, Purva Thakre, Misty Wahl, Danny Samuel, Rahul Mistri, Maxime Tremblay, Nick Gardner, Nathaniel T. Stemen, Nathan Shammah, William J. Zeng",arXiv,"quant-ph, cs.ET"
"Multi-state quantum simulations via model-space quantum imaginary time evolution - Takashi Tsuchimochi, Yoohee Ryo, Siu Chung Tsang, Seiichiro L. Ten-no",https://arxiv.org/abs/2206.04494,,"Multi-state quantum simulations via model-space quantum imaginary time
  evolution","We introduce the framework of model space into quantum imaginary time
evolution (QITE) to enable stable estimation of ground and excited states using
a quantum computer. Model-space QITE (MSQITE) propagates a model space to the
exact one by retaining its orthogonality, and hence is able to describe
multiple states simultaneously. The quantum Lanczos (QLanczos) algorithm is
extended to MSQITE to accelerate the convergence. The present scheme is found
to outperform both the standard QLanczos and the recently proposed
folded-spectrum QITE in simulating excited states. Moreover, we demonstrate
that spin contamination can be effectively removed by shifting the imaginary
time propagator, and thus excited states with a particular spin quantum number
are efficiently captured without falling into the different spin states that
have lower energies. We also investigate how different levels of the unitary
approximation employed in MSQITE can affect the results. The effectiveness of
the algorithm over QITE is demonstrated by noise simulations for the H4 model
system.","Takashi Tsuchimochi, Yoohee Ryo, Siu Chung Tsang, Seiichiro L. Ten-no",arXiv,"quant-ph, cond-mat.str-el, physics.chem-ph"
"Multiplexed quantum repeaters based on dual-species trapped-ion systems - Prajit Dhara, Norbert M. Linke, Edo Waks, Saikat Guha, Kaushik P. Seshadreesan",https://arxiv.org/abs/2105.06707,,Multiplexed quantum repeaters based on dual-species trapped-ion systems,"Trapped ions form an advanced technology platform for quantum information
processing with long qubit coherence times, high-fidelity quantum logic gates,
optically active qubits, and a potential to scale up in size while preserving a
high level of connectivity between qubits. These traits make them attractive
not only for quantum computing but also for quantum networking. Dedicated,
special-purpose trapped-ion processors in conjunction with suitable
interconnecting hardware can be used to form quantum repeaters that enable
high-rate quantum communications between distant trapped-ion quantum computers
in a network. In this regard, hybrid traps with two distinct species of ions,
where one ion species can generate ion-photon entanglement that is useful for
optically interfacing with the network and the other has long memory lifetimes,
useful for qubit storage, have been proposed for entanglement distribution. We
consider an architecture for a repeater based on such dual-species trapped-ion
systems. We propose and analyze a protocol based on spatial and temporal mode
multiplexing for entanglement distribution across a line network of such
repeaters. Our protocol offers enhanced rates compared to rates previously
reported for such repeaters. We determine the ion resources required at the
repeaters to attain the enhanced rates, and the best rates attainable when
constraints are placed on the number of repeaters and the number of ions per
repeater. Our results bolster the case for near-term trapped-ion systems as
quantum repeaters for long-distance quantum communications.","Prajit Dhara, Norbert M. Linke, Edo Waks, Saikat Guha, Kaushik P. Seshadreesan",arXiv,quant-ph
"NetSquid, a NETwork Simulator for QUantum Information using Discrete events - Tim Coopmans, Robert Knegjens, Axel Dahlberg, David Maier, Loek Nijsten, ...",https://arxiv.org/abs/2010.12535,,"NetSquid, a NETwork Simulator for QUantum Information using Discrete
  events","In order to bring quantum networks into the real world, we would like to
determine the requirements of quantum network protocols including the
underlying quantum hardware. Because detailed architecture proposals are
generally too complex for mathematical analysis, it is natural to employ
numerical simulation. Here we introduce NetSquid, the NETwork Simulator for
QUantum Information using Discrete events, a discrete-event based platform for
simulating all aspects of quantum networks and modular quantum computing
systems, ranging from the physical layer and its control plane up to the
application level. We study several use cases to showcase NetSquid's power,
including detailed physical layer simulations of repeater chains based on
nitrogen vacancy centres in diamond as well as atomic ensembles. We also study
the control plane of a quantum switch beyond its analytically known regime, and
showcase NetSquid's ability to investigate large networks by simulating
entanglement distribution over a chain of up to one thousand nodes.","Tim Coopmans, Robert Knegjens, Axel Dahlberg, David Maier, Loek Nijsten, Julio de Oliveira Filho, Martijn Papendrecht, Julian Rabbie, Filip Rozpędek, Matthew Skrzypczyk, Leon Wubben, Walter de Jong, Damian Podareanu, Ariana Torres-Knoop, David Elkouss, Stephanie Wehner",arXiv,quant-ph
Noisy dynamical systems evolve error correcting codes and modularity,https://arxiv.org/pdf/2303.14448.pdf,Quantum Error Mitigation,Noisy dynamical systems evolve error correcting codes and modularity,"Noise is a ubiquitous feature of the physical world. As a result, the first
prerequisite of life is fault tolerance: maintaining integrity of state despite
external bombardment. Recent experimental advances have revealed that
biological systems achieve fault tolerance by implementing mathematically
intricate error-correcting codes and by organizing in a modular fashion that
physically separates functionally distinct subsystems. These elaborate
structures represent a vanishing volume in the massive genetic configuration
space. How is it possible that the primitive process of evolution, by which all
biological systems evolved, achieved such unusual results? In this work,
through experiments in Boolean networks, we show that the simultaneous presence
of error correction and modularity in biological systems is no coincidence.
Rather, it is a typical co-occurrence in noisy dynamic systems undergoing
evolution. From this, we deduce the principle of error correction enhanced
evolvability: systems possessing error-correcting codes are more effectively
improved by evolution than those without.","Trevor McCourt, Ila R. Fiete, Isaac L. Chuang",arXiv,"q-bio.PE, nlin.AO, q-bio.NC"
"Observable Thermalization: Theory, Numerical and Analytical Evidence",https://arxiv.org/pdf/2309.15173.pdf,Commercial and Philosophical Views,Observable Statistical Mechanics,"Understanding equilibration and thermalization in isolated many-body quantum
systems is a central challenge in quantum physics. The traditional approach
focuses on the study of the full state of the quantum system which, at
equilibrium, is best described by the Diagonal Ensemble. Here, we present
Observable Statistical Mechanics, a novel paradigm that shifts attention from
the full quantum state to the statistics of measurement outcomes. This approach
is grounded in the Maximum Observable Entropy Principle, positing that
equilibrium measurement statistics tend to maximize observable entropy under
conserved average energy. By focusing on accessible measurements, the theory
accurately predicts equilibrium probability distributions without needing
detailed microscopic information like the energy eigenstates. Extensive
numerical experiments on 7 spin-1/2 Hamiltonians demonstrate the broad
applicability and robustness of this framework.","Lodovico Scarpa, Abdulla Alhajri, Vlatko Vedral, Fabio Anza",arXiv,"quant-ph, cond-mat.stat-mech"
On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification,https://arxiv.org/abs/2109.09484,Quantum Machine Learning (QML),"On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing
  Imagery Classification","This article aims to investigate how circuit-based hybrid Quantum
Convolutional Neural Networks (QCNNs) can be successfully employed as image
classifiers in the context of remote sensing. The hybrid QCNNs enrich the
classical architecture of CNNs by introducing a quantum layer within a standard
neural network. The novel QCNN proposed in this work is applied to the Land Use
and Land Cover (LULC) classification, chosen as an Earth Observation (EO) use
case, and tested on the EuroSAT dataset used as reference benchmark. The
results of the multiclass classification prove the effectiveness of the
presented approach, by demonstrating that the QCNN performances are higher than
the classical counterparts. Moreover, investigation of various quantum circuits
shows that the ones exploiting quantum entanglement achieve the best
classification scores. This study underlines the potentialities of applying
quantum computing to an EO case study and provides the theoretical and
experimental background for futures investigations.","Alessandro Sebastianelli, Daniela A. Zaidenberg, Dario Spiller, Bertrand Le Saux, Silvia Liberata Ullo",arXiv,"eess.IV, cs.CV, cs.ET, quant-ph"
"One-Dimensional Quantum Walks - Andris Ambainis, Eric Bach, Ashwin Nayak, Ashvin Vishwanath, John Watrous",https://dl.acm.org/doi/10.1145/380752.380757,,One-dimensional quantum walks,Unknown,"Andris Ambainis, Eric Bach, Ashwin Nayak, Ashvin Vishwanath, John Watrous",Proceedings of the thirty-third annual ACM symposium on Theory of computing,
"Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction - Daniel Fry, Amol Deshmukh, Samuel Yen-Chi Chen, Vladimir Rastunkov, Vanio Markov",https://arxiv.org/abs/2303.05488,,"Optimizing quantum noise-induced reservoir computing for nonlinear and
  chaotic time series prediction","Quantum reservoir computing is strongly emerging for sequential and time
series data prediction in quantum machine learning. We make advancements to the
quantum noise-induced reservoir, in which reservoir noise is used as a resource
to generate expressive, nonlinear signals that are efficiently learned with a
single linear output layer. We address the need for quantum reservoir tuning
with a novel and generally applicable approach to quantum circuit
parameterization, in which tunable noise models are programmed to the quantum
reservoir circuit to be fully controlled for effective optimization. Our
systematic approach also involves reductions in quantum reservoir circuits in
the number of qubits and entanglement scheme complexity. We show that with only
a single noise model and small memory capacities, excellent simulation results
were obtained on nonlinear benchmarks that include the Mackey-Glass system for
100 steps ahead in the challenging chaotic regime.","Daniel Fry, Amol Deshmukh, Samuel Yen-Chi Chen, Vladimir Rastunkov, Vanio Markov",arXiv,quant-ph
Option Pricing using Quantum Computers,https://arxiv.org/abs/1905.02666,Quantum Machine Learning (QML),Option Pricing using Quantum Computers,"We present a methodology to price options and portfolios of options on a
gate-based quantum computer using amplitude estimation, an algorithm which
provides a quadratic speedup compared to classical Monte Carlo methods. The
options that we cover include vanilla options, multi-asset options and
path-dependent options such as barrier options. We put an emphasis on the
implementation of the quantum circuits required to build the input states and
operators needed by amplitude estimation to price the different option types.
Additionally, we show simulation results to highlight how the circuits that we
implement price the different option contracts. Finally, we examine the
performance of option pricing circuits on quantum hardware using the IBM Q
Tokyo quantum device. We employ a simple, yet effective, error mitigation
scheme that allows us to significantly reduce the errors arising from noisy
two-qubit gates.","Nikitas Stamatopoulos, Daniel J. Egger, Yue Sun, Christa Zoufal, Raban Iten, Ning Shen, Stefan Woerner",arXiv,quant-ph
Paving the Way towards 800 Gbps Quantum-Secured Optical Channel Deployment,https://arxiv.org/abs/2202.07764,Quantum Communication & Cryptography,"Paving the Way towards 800 Gbps Quantum-Secured Optical Channel
  Deployment in Mission-Critical Environments","This article describes experimental research studies conducted towards
understanding the implementation aspects of high-capacity quantum-secured
optical channels in mission-critical metro-scale operational environments using
Quantum Key Distribution (QKD) technology. To the best of our knowledge, this
is the first time that an 800 Gbps quantum-secured optical channel -- along
with several other Dense Wavelength Division Multiplexed (DWDM) channels on the
C-band and multiplexed with the QKD channel on the O-band -- was established at
distances up to 100 km, with secret key-rates relevant for practical industry
use cases. In addition, during the course of these trials, transporting a
blockchain application over this established channel was utilized as a
demonstration of securing a financial transaction in transit over a
quantum-secured optical channel. The findings of this research pave the way
towards the deployment of QKD-secured optical channels in high-capacity,
metro-scale, mission-critical operational environments, such as Inter-Data
Center Interconnects.","Marco Pistoia, Omar Amer, Monik R. Behera, Joseph A. Dolphin, James F. Dynes, Benny John, Paul A. Haigh, Yasushi Kawakura, David H. Kramer, Jeffrey Lyon, Navid Moazzami, Tulasi D. Movva, Antigoni Polychroniadou, Suresh Shetty, Greg Sysak, Farzam Toudeh-Fallah, Sudhir Upadhyay, Robert I. Woodward, Andrew J. Shields",arXiv,"quant-ph, cs.CR, cs.NI, physics.optics"
"Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer via parity detection - Dong Li, Bryan T. Gard, Yang Gao3, Chun-Hua Yuan1, Weiping Zhang1, Hwang Lee, Jonathan P. Dowling",https://arxiv.org/abs/1603.09019,,"Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer
  via parity detection","We theoretically investigate the phase sensitivity with parity detection on
an SU(1,1) interferometer with a coherent state combined with a squeezed vacuum
state. This interferometer is formed with two parametric amplifiers for beam
splitting and recombination instead of beam splitters. We show that the
sensitivity of estimation phase approaches Heisenberg limit and give the
corresponding optimal condition. Moreover, we derive the quantum Cram\'er-Rao
bound of the SU(1,1) interferometer.","Dong Li, Bryan T. Gard, Yang Gao, Chun-Hua Yuan, Weiping Zhang, Hwang Lee, Jonathan P. Dowling",arXiv,quant-ph
"Power of sequential protocols in hidden quantum channel discrimination - Sho Sugiura, et.al",https://arxiv.org/pdf/2304.02053.pdf,,Power of sequential protocols in hidden quantum channel discrimination,"In many natural and engineered systems, unknown quantum channels act on a
subsystem that cannot be directly controlled and measured, but is instead
learned through a controllable subsystem that weakly interacts with it. We
study quantum channel discrimination (QCD) under these restrictions, which we
call hidden system QCD (HQCD). We find that sequential protocols achieve
perfect discrimination and saturate the Heisenberg limit. In contrast, depth-1
parallel and multi-shot protocols cannot solve HQCD. This suggests that
sequential protocols are superior in experimentally realistic situations.","Sho Sugiura, Arkopal Dutt, William J. Munro, Sina Zeytinoğlu, Isaac L. Chuang",arXiv,quant-ph
Practical Benchmarking of Randomized Measurement Methods for Quantum Chemistry Hamiltonians,https://arxiv.org/pdf/2312.07497.pdf,Measurement & State Estimation,"Practical Benchmarking of Randomized Measurement Methods for Quantum
  Chemistry Hamiltonians","Many hybrid quantum-classical algorithms for the application of ground state
energy estimation in quantum chemistry involve estimating the expectation value
of a molecular Hamiltonian with respect to a quantum state through measurements
on a quantum device. To guide the selection of measurement methods designed for
this observable estimation problem, we propose a benchmark called CSHOREBench
(Common States and Hamiltonians for ObseRvable Estimation Benchmark) that
assesses the performance of these methods against a set of common molecular
Hamiltonians and common states encountered during the runtime of hybrid
quantum-classical algorithms. In CSHOREBench, we account for resource
utilization of a quantum computer through measurements of a prepared state, and
a classical computer through computational runtime spent in proposing
measurements and classical post-processing of acquired measurement outcomes. We
apply CSHOREBench considering a variety of measurement methods on Hamiltonians
of size up to 16 qubits. Our discussion is aided by using the framework of
decision diagrams which provides an efficient data structure for various
randomized methods and illustrate how to derandomize distributions on decision
diagrams. In numerical simulations, we find that the methods of decision
diagrams and derandomization are the most preferable. In experiments on IBM
quantum devices against small molecules, we observe that decision diagrams
reduces the number of measurements made by classical shadows by more than 80%,
that made by locally biased classical shadows by around 57%, and consistently
require fewer quantum measurements along with lower classical computational
runtime than derandomization. Furthermore, CSHOREBench is empirically efficient
to run when considering states of random quantum ansatz with fixed depth.","Arkopal Dutt, William Kirby, Rudy Raymond, Charles Hadfield, Sarah Sheldon, Isaac L. Chuang, Antonio Mezzacapo",arXiv,quant-ph
Practical randomness and privacy amplification,https://arxiv.org/abs/2009.06551,Quantum Protocol Design,"Practical randomness amplification and privatisation with
  implementations on quantum computers","We present an end-to-end and practical randomness amplification and
privatisation protocol based on Bell tests. This allows the building of
device-independent random number generators which output (near-)perfectly
unbiased and private numbers, even if using an uncharacterised quantum device
potentially built by an adversary. Our generation rates are linear in the
repetition rate of the quantum device and the classical randomness
post-processing has quasi-linear complexity - making it efficient on a standard
personal laptop. The statistical analysis is also tailored for real-world
quantum devices.
  Our protocol is then showcased on several different quantum computers.
Although not purposely built for the task, we show that quantum computers can
run faithful Bell tests by adding minimal assumptions. In this
semi-device-independent manner, our protocol generates (near-)perfectly
unbiased and private random numbers on today's quantum computers.","Cameron Foreman, Sherilyn Wright, Alec Edgington, Mario Berta, Florian J. Curchod",arXiv,quant-ph
Predicting Many Properties of a Quantum System from Very Few Measurements,https://arxiv.org/abs/2002.08953,Experimental Simulating Tools,"Predicting Many Properties of a Quantum System from Very Few
  Measurements","Predicting properties of complex, large-scale quantum systems is essential
for developing quantum technologies. We present an efficient method for
constructing an approximate classical description of a quantum state using very
few measurements of the state. This description, called a classical shadow, can
be used to predict many different properties: order $\log M$ measurements
suffice to accurately predict $M$ different functions of the state with high
success probability. The number of measurements is independent of the system
size, and saturates information-theoretic lower bounds. Moreover, target
properties to predict can be selected after the measurements are completed. We
support our theoretical findings with extensive numerical experiments. We apply
classical shadows to predict quantum fidelities, entanglement entropies,
two-point correlation functions, expectation values of local observables, and
the energy variance of many-body local Hamiltonians. The numerical results
highlight the advantages of classical shadows relative to previously known
methods.","Hsin-Yuan Huang, Richard Kueng, John Preskill",arXiv,"quant-ph, cs.IT, cs.LG, math.IT"
"Programmable Heisenberg interactions between Floquet qubits - Long B. Nguyen, Yosep Kim, Akel Hashim, Noah Goss, Brian Marinelli, ...",https://arxiv.org/abs/2211.10383,,Programmable Heisenberg interactions between Floquet qubits,"The fundamental trade-off between robustness and tunability is a central
challenge in the pursuit of quantum simulation and fault-tolerant quantum
computation. In particular, many emerging quantum architectures are designed to
achieve high coherence at the expense of having fixed spectra and consequently
limited types of controllable interactions. Here, by adiabatically transforming
fixed-frequency superconducting circuits into modifiable Floquet qubits, we
demonstrate an XXZ Heisenberg interaction with fully adjustable anisotropy.
This interaction model is on one hand the basis for many-body quantum
simulation of spin systems, and on the other hand the primitive for an
expressive quantum gate set. To illustrate the robustness and versatility of
our Floquet protocol, we tailor the Heisenberg Hamiltonian and implement
two-qubit iSWAP, CZ, and SWAP gates with estimated fidelities of 99.32(3)%,
99.72(2)%, and 98.93(5)%, respectively. In addition, we implement a Heisenberg
interaction between higher energy levels and employ it to construct a
three-qubit CCZ gate with a fidelity of 96.18(5)%. Importantly, the protocol is
applicable to various fixed-frequency high-coherence platforms, thereby
unlocking a suite of essential interactions for high-performance quantum
information processing. From a broader perspective, our work provides
compelling avenues for future exploration of quantum electrodynamics and
optimal control using the Floquet framework.","Long B. Nguyen, Yosep Kim, Akel Hashim, Noah Goss, Brian Marinelli, Bibek Bhandari, Debmalya Das, Ravi K. Naik, John Mark Kreikebaum, Andrew N. Jordan, David I. Santiago, Irfan Siddiqi",arXiv,"quant-ph, cond-mat.supr-con, physics.app-ph"
Proposal for room-temperature quantum repeaters with nitrogen-vacancy centers and optomechanics,https://arxiv.org/abs/2012.06687,Quantum Repeater Architectures,"Proposal for room-temperature quantum repeaters with nitrogen-vacancy
  centers and optomechanics","We propose a quantum repeater architecture that can operate under ambient
conditions. Our proposal builds on recent progress towards non-cryogenic
spin-photon interfaces based on nitrogen-vacancy centers, which have excellent
spin coherence times even at room temperature, and optomechanics, which allows
to avoid phonon-related decoherence and also allows the emitted photons to be
in the telecom band. We apply the photon number decomposition method to
quantify the fidelity and the efficiency of entanglement established between
two remote electron spins. We describe how the entanglement can be stored in
nuclear spins and extended to long distances via quasi-deterministic
entanglement swapping operations involving the electron and nuclear spins. We
furthermore propose schemes to achieve high-fidelity readout of the spin states
at room temperature using the spin-optomechanics interface. Our work shows that
long-distance quantum networks made of solid-state components that operate at
room temperature are within reach of current technological capabilities.","Jia-Wei Ji, Yu-Feng Wu, Stephen C. Wein, Faezeh Kimiaee Asadi, Roohollah Ghobadi, Christoph Simon",arXiv,quant-ph
Protocols for creating and distilling multipartite GHZ states with Bell pairs,https://arxiv.org/abs/2010.12259,Quantum Protocol Design,"Protocols for creating and distilling multipartite GHZ states with Bell
  pairs","The distribution of high-quality Greenberger-Horne-Zeilinger (GHZ) states is
at the heart of many quantum communication tasks, ranging from extending the
baseline of telescopes to secret sharing. They also play an important role in
error-correction architectures for distributed quantum computation, where Bell
pairs can be leveraged to create an entangled network of quantum computers. We
investigate the creation and distillation of GHZ states out of non-perfect Bell
pairs over quantum networks. In particular, we introduce a heuristic dynamic
programming algorithm to optimize over a large class of protocols that create
and purify GHZ states. All protocols considered use a common framework based on
measurements of non-local stabilizer operators of the target state (i.e., the
GHZ state), where each non-local measurement consumes another (non-perfect)
entangled state as a resource. The new protocols outperform previous proposals
for scenarios without decoherence and local gate noise. Furthermore, the
algorithms can be applied for finding protocols for any number of parties and
any number of entangled pairs involved.","Sébastian de Bone, Runsheng Ouyang, Kenneth Goodenough, David Elkouss",arXiv,quant-ph
Quantum Computational Supremacy,https://arxiv.org/pdf/1809.07442.pdf,Quantum Supremacy & Computational Advantage,Quantum Computational Supremacy,"The field of quantum algorithms aims to find ways to speed up the solution of
computational problems by using a quantum computer. A key milestone in this
field will be when a universal quantum computer performs a computational task
that is beyond the capability of any classical computer, an event known as
quantum supremacy. This would be easier to achieve experimentally than
full-scale quantum computing, but involves new theoretical challenges. Here we
present the leading proposals to achieve quantum supremacy, and discuss how we
can reliably compare the power of a classical computer to the power of a
quantum computer.","Aram W Harrow, Ashley Montanaro",arXiv,quant-ph
"Quantum Internet Protocol Stack a Comprehensive Survey - Jessica Illiano, Marcello Caleffi, Antonio Manzalini, Angela Sara Cacciapuoti",https://arxiv.org/abs/2202.10894,,Quantum Internet Protocol Stack: a Comprehensive Survey,"Classical Internet evolved exceptionally during the last five decades, from a
network comprising a few static nodes in the early days to a leviathan
interconnecting billions of devices. This has been possible by the separation
of concern principle, for which the network functionalities are organized as a
stack of layers, each providing some communication functionalities through
specific network protocols. In this survey, we aim at highlighting the
impossibility of adapting the classical Internet protocol stack to the Quantum
Internet, due to the marvels of quantum mechanics. Indeed, the design of the
Quantum Internet requires a major paradigm shift of the whole protocol stack
for harnessing the peculiarities of quantum entanglement and quantum
information. In this context, we first overview the relevant literature about
Quantum Internet protocol stack. Then, stemming from this, we sheds the light
on the open problems and required efforts toward the design of an effective and
complete Quantum Internet protocol stack. To the best of authors' knowledge, a
survey of this type is the first of its own. What emerges from this analysis is
that the Quantum Internet, though still in its infancy, is a disruptive
technology whose design requires an inter-disciplinary effort at the border
between quantum physics, computer and telecommunications engineering.","Jessica Illiano, Marcello Caleffi, Antonio Manzalini, Angela Sara Cacciapuoti",arXiv,"cs.NI, quant-ph"
"Quantum Long Short-Term Memory - Samuel Yen-Chi Chen, Shinjae Yoo, Yao-Lung L. Fang",https://arxiv.org/abs/2009.01783,,Quantum Long Short-Term Memory,"Long short-term memory (LSTM) is a kind of recurrent neural networks (RNN)
for sequence and temporal dependency data modeling and its effectiveness has
been extensively established. In this work, we propose a hybrid
quantum-classical model of LSTM, which we dub QLSTM. We demonstrate that the
proposed model successfully learns several kinds of temporal data. In
particular, we show that for certain testing cases, this quantum version of
LSTM converges faster, or equivalently, reaches a better accuracy, than its
classical counterpart. Due to the variational nature of our approach, the
requirements on qubit counts and circuit depth are eased, and our work thus
paves the way toward implementing machine learning algorithms for sequence
modeling on noisy intermediate-scale quantum (NISQ) devices.","Samuel Yen-Chi Chen, Shinjae Yoo, Yao-Lung L. Fang",arXiv,"quant-ph, cs.LG"
Quantum Support Vector Machine for Big Data Classification,https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.113.130503,,Quantum Support Vector Machine for Big Data Classification,Unknown,"Patrick Rebentrost, Masoud Mohseni, Seth Lloyd",Physical Review Letters,
Quantum Switch for the Quantum Internet: Noiseless Communications through Noisy Channels,https://arxiv.org/abs/1907.07432,The Quantum Internet,"Quantum Switch for the Quantum Internet: Noiseless Communications
  through Noisy Channels","Counter-intuitively, quantum mechanics enables quantum particles to propagate
simultaneously among multiple space-time trajectories. Hence, a quantum
information carrier can travel through different communication channels in a
quantum superposition of different orders, so that the relative time-order of
the communication channels becomes indefinite. This is realized by utilizing a
quantum device known as quantum switch. In this paper, we investigate, from a
communication-engineering perspective, the use of the quantum switch within the
quantum teleportation process, one of the key functionalities of the Quantum
Internet. Specifically, a theoretical analysis is conducted to quantify the
performance gain that can be achieved by employing a quantum switch for the
entanglement distribution process within the quantum teleportation with respect
to the case of absence of quantum switch. This analysis reveals that, by
utilizing the quantum switch, the quantum teleportation is heralded as a
noiseless communication process with a probability that, remarkably and
counter-intuitively, increases with the noise levels affecting the
communication channels considered in the indefinite-order time combination.","Marcello Caleffi, Angela Sara Cacciapuoti",arXiv,"quant-ph, cs.NI"
Quantum advantage in learning from experiments,https://arxiv.org/abs/2112.00778,Quantum Machine Learning (QML),Quantum advantage in learning from experiments,"Quantum technology has the potential to revolutionize how we acquire and
process experimental data to learn about the physical world. An experimental
setup that transduces data from a physical system to a stable quantum memory,
and processes that data using a quantum computer, could have significant
advantages over conventional experiments in which the physical system is
measured and the outcomes are processed using a classical computer. We prove
that, in various tasks, quantum machines can learn from exponentially fewer
experiments than those required in conventional experiments. The exponential
advantage holds in predicting properties of physical systems, performing
quantum principal component analysis on noisy states, and learning approximate
models of physical dynamics. In some tasks, the quantum processing needed to
achieve the exponential advantage can be modest; for example, one can
simultaneously learn about many noncommuting observables by processing only two
copies of the system. Conducting experiments with up to 40 superconducting
qubits and 1300 quantum gates, we demonstrate that a substantial quantum
advantage can be realized using today's relatively noisy quantum processors.
Our results highlight how quantum technology can enable powerful new strategies
to learn about nature.","Hsin-Yuan Huang, Michael Broughton, Jordan Cotler, Sitan Chen, Jerry Li, Masoud Mohseni, Hartmut Neven, Ryan Babbush, Richard Kueng, John Preskill, Jarrod R. McClean",arXiv,"quant-ph, cs.IT, cs.LG, math.IT"
Quantum algorithm for linear systems of equations,https://arxiv.org/pdf/0811.3171.pdf,Quantum Algorithms,Quantum algorithm for solving linear systems of equations,"Solving linear systems of equations is a common problem that arises both on
its own and as a subroutine in more complex problems: given a matrix A and a
vector b, find a vector x such that Ax=b. We consider the case where one
doesn't need to know the solution x itself, but rather an approximation of the
expectation value of some operator associated with x, e.g., x'Mx for some
matrix M. In this case, when A is sparse, N by N and has condition number
kappa, classical algorithms can find x and estimate x'Mx in O(N sqrt(kappa))
time. Here, we exhibit a quantum algorithm for this task that runs in poly(log
N, kappa) time, an exponential improvement over the best classical algorithm.","Aram W. Harrow, Avinatan Hassidim, Seth Lloyd",arXiv,quant-ph
"Quantum computational advantage using photons - Han-Sen Zhong, Hui Wang, Yu-Hao Deng, Ming-Cheng Chen, Li-Chao Peng, Yi-Han Luo, Jian Qin, ...",https://www.science.org/doi/10.1126/science.abe8770,,Quantum computational advantage using photons,"A light approach to quantum advantage
          
            Quantum computational advantage or supremacy is a long-anticipated milestone toward practical quantum computers. Recent work claimed to have reached this point, but subsequent work managed to speed up the classical simulation and pointed toward a sample size–dependent loophole. Quantum computational advantage, rather than being a one-shot experimental proof, will be the result of a long-term competition between quantum devices and classical simulation. Zhong
            et al.
            sent 50 indistinguishable single-mode squeezed states into a 100-mode ultralow-loss interferometer and sampled the output using 100 high-efficiency single-photon detectors. By obtaining up to 76-photon coincidence, yielding a state space dimension of about 10
            30
            , they measured a sampling rate that is about 10
            14
            -fold faster than using state-of-the-art classical simulation strategies and supercomputers.
          
          
            Science
            , this issue p.
            1460
          ","Han-Sen Zhong, Hui Wang, Yu-Hao Deng, Ming-Cheng Chen, Li-Chao Peng, Yi-Han Luo, Jian Qin, Dian Wu, Xing Ding, Yi Hu, Peng Hu, Xiao-Yan Yang, Wei-Jun Zhang, Hao Li, Yuxuan Li, Xiao Jiang, Lin Gan, Guangwen Yang, Lixing You, Zhen Wang, Li Li, Nai-Le Liu, Chao-Yang Lu, Jian-Wei Pan",Science,
"Quantum computing with photons - introduction to the circuit model, the one way quantum computer, and the fundamental principles of photonic experiments",https://iopscience.iop.org/article/10.1088/0953-4075/48/8/083001,,"Quantum computing with photons: introduction to the circuit model, the one-way quantum computer, and the fundamental principles of photonic experiments",Unknown,Stefanie Barz,"Journal of Physics B: Atomic, Molecular and Optical Physics",
"Quantum mechanics with real numbers: entanglement, superselection rules and gauges",https://arxiv.org/pdf/2308.05473.pdf,Commercial and Philosophical Views,"Quantum mechanics with real numbers: entanglement, superselection rules
  and gauges","We show how imaginary numbers in quantum physics can be eliminated by
enlarging the Hilbert Space followed by an imposition of - what effectively
amounts to - a superselection rule. We illustrate this procedure with a qubit
and apply it to the Mach-Zehnder interferometer. The procedure is somewhat
reminiscent of the constrained quantization of the electromagnetic field,
where, in order to manifestly comply with relativity, one enlargers the Hilbert
Space by quantizing the longitudinal and scalar modes, only to subsequently
introduce a constraint to make sure that they are actually not directly
observable.",Vlatko Vedral,arXiv,quant-ph
Quantum Particles and Classical Particles - Nathan Rosen,https://link.springer.com/article/10.1007/BF00735376,,Quantum particles and classical particles,Unknown,Nathan Rosen,Foundations of Physics,
"Quantum readout error mitigation via deep learning - Jihye Kim, Byungdu Oh, Yonuk Chong, Euyheon Hwang, and Daniel K Park",https://iopscience.iop.org/article/10.1088/1367-2630/ac7b3d,,Quantum readout error mitigation via deep learning,"Abstract
               Quantum computing devices are inevitably subject to errors. To leverage quantum technologies for computational benefits in practical applications, quantum algorithms and protocols must be implemented reliably under noise and imperfections. Since noise and imperfections limit the size of quantum circuits that can be realized on a quantum device, developing quantum error mitigation techniques that do not require extra qubits and gates is of critical importance. In this work, we present a deep learning-based protocol for reducing readout errors on quantum hardware. Our technique is based on training an artificial neural network (NN) with the measurement results obtained from experiments with simple quantum circuits consisting of singe-qubit gates only. With the NN and deep learning, non-linear noise can be corrected, which is not possible with the existing linear inversion methods. The advantage of our method against the existing methods is demonstrated through quantum readout error mitigation experiments performed on IBM five-qubit quantum devices.","Jihye Kim, Byungdu Oh, Yonuk Chong, Euyheon Hwang, Daniel K Park",New Journal of Physics,
Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model,https://journals.aps.org/pra/pdf/10.1103/PhysRevA.40.4277,Quantum Information Theory,Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model,Unknown,Reinhard F. Werner,Physical Review A,
Quantum walks a comprehensive review - Salvador E. Venegas-Andraca,https://arxiv.org/abs/1201.4780,,Quantum walks: a comprehensive review,"Quantum walks, the quantum mechanical counterpart of classical random walks,
is an advanced tool for building quantum algorithms that has been recently
shown to constitute a universal model of quantum computation. Quantum walks is
now a solid field of research of quantum computation full of exciting open
problems for physicists, computer scientists, mathematicians and engineers.
  In this paper we review theoretical advances on the foundations of both
discrete- and continuous-time quantum walks, together with the role that
randomness plays in quantum walks, the connections between the mathematical
models of coined discrete quantum walks and continuous quantum walks, the
quantumness of quantum walks, a summary of papers published on discrete quantum
walks and entanglement as well as a succinct review of experimental proposals
and realizations of discrete-time quantum walks. Furthermore, we have reviewed
several algorithms based on both discrete- and continuous-time quantum walks as
well as a most important result: the computational universality of both
continuous- and discrete- time quantum walks.",Salvador E. Venegas-Andraca,arXiv,"quant-ph, math-ph, math.MP"
Quantum-Enhanced Data Classification with a Variational Entangled Sensor Network,https://arxiv.org/abs/2006.11962,Quantum Enhanced Sensing & Detection,"Quantum-enhanced data classification with a variational entangled sensor
  network","Variational quantum circuits (VQCs) built upon noisy intermediate-scale
quantum (NISQ) hardware, in conjunction with classical processing, constitute a
promising architecture for quantum simulations, classical optimization, and
machine learning. However, the required VQC depth to demonstrate a quantum
advantage over classical schemes is beyond the reach of available NISQ devices.
Supervised learning assisted by an entangled sensor network (SLAEN) is a
distinct paradigm that harnesses VQCs trained by classical machine-learning
algorithms to tailor multipartite entanglement shared by sensors for solving
practically useful data-processing problems. Here, we report the first
experimental demonstration of SLAEN and show an entanglement-enabled reduction
in the error probability for classification of multidimensional radio-frequency
signals. Our work paves a new route for quantum-enhanced data processing and
its applications in the NISQ era.","Yi Xia, Wei Li, Quntao Zhuang, Zheshen Zhang",arXiv,"quant-ph, physics.optics"
"Rate limits in quantum networks with lossy repeaters - Riccardo Laurenza, Nathan Walk, Jens Eisert and Stefao Pirandola",https://arxiv.org/pdf/2110.10168.pdf,,Rate limits in quantum networks with lossy repeaters,"The derivation of ultimate limits to communication over certain quantum
repeater networks have provided extremely valuable benchmarks for assessing
near-term quantum communication protocols. However, these bounds are usually
derived in the limit of ideal devices and leave questions about the performance
of practical implementations unanswered. To address this challenge, we quantify
how the presence of loss in repeater stations affect the maximum attainable
rates for quantum communication over linear repeater chains and more complex
quantum networks. Extending the framework of node splitting, we model the loss
introduced at the repeater stations and then prove the corresponding limits. In
the linear chain scenario we show that, by increasing the number of repeater
stations, the maximum rate cannot overcome a quantity which solely depends on
the loss of a single station. We introduce a way of adapting the standard
machinery for obtaining bounds to this realistic scenario. The difference is
that whilst ultimate limits for any strategy can be derived given a fixed
channel, when the repeaters introduce additional decoherence, then the
effective overall channel is itself a function of the chosen repeater strategy
(e.g., one-way versus two-way classical communication). Classes of repeater
strategies can be analysed using additional modelling and the subsequent bounds
can be interpreted as the optimal rate within that class.","Riccardo Laurenza, Nathan Walk, Jens Eisert, Stefano Pirandola",arXiv,quant-ph
Real-time quantum error correction beyond break-even,https://arxiv.org/abs/2211.09116,Quantum Error Correction,Real-time quantum error correction beyond break-even,"The ambition of harnessing the quantum for computation is at odds with the
fundamental phenomenon of decoherence. The purpose of quantum error correction
(QEC) is to counteract the natural tendency of a complex system to decohere.
This cooperative process, which requires participation of multiple quantum and
classical components, creates a special type of dissipation that removes the
entropy caused by the errors faster than the rate at which these errors corrupt
the stored quantum information. Previous experimental attempts to engineer such
a process faced an excessive generation of errors that overwhelmed the
error-correcting capability of the process itself. Whether it is practically
possible to utilize QEC for extending quantum coherence thus remains an open
question. We answer it by demonstrating a fully stabilized and error-corrected
logical qubit whose quantum coherence is significantly longer than that of all
the imperfect quantum components involved in the QEC process, beating the best
of them with a coherence gain of $G = 2.27 \pm 0.07$. We achieve this
performance by combining innovations in several domains including the
fabrication of superconducting quantum circuits and model-free reinforcement
learning.","V. V. Sivak, A. Eickbusch, B. Royer, S. Singh, I. Tsioutsios, S. Ganjam, A. Miano, B. L. Brock, A. Z. Ding, L. Frunzio, S. M. Girvin, R. J. Schoelkopf, M. H. Devoret",arXiv,quant-ph
"Realization of Real-Time Fault-Tolerant Quantum Error Correction - C. Ryan-Anderson, J. G. Bohnet, K. Lee, D. Gresh, A. Hankin, J. P. Gaebler, Francois, A. Chernoguzov, ...",https://journals.aps.org/prx/abstract/10.1103/PhysRevX.11.041058,,Realization of Real-Time Fault-Tolerant Quantum Error Correction,Unknown,"C. Ryan-Anderson, J. G. Bohnet, K. Lee, D. Gresh, A. Hankin, J. P. Gaebler, D. Francois, A. Chernoguzov, D. Lucchetti, N. C. Brown, T. M. Gatterman, S. K. Halit, K. Gilmore, J. A. Gerber, B. Neyenhuis, D. Hayes, R. P. Stutz",Physical Review X,
Rearrangement of single atoms in a 2000-site optical tweezers array at cryogenic temperatures,https://arxiv.org/pdf/2405.19503,,"Rearrangement of single atoms in a 2000-site optical tweezers array at
  cryogenic temperatures","We report on the trapping of single rubidium atoms in large arrays of optical
tweezers comprising up to 2088 sites in a cryogenic environment at 6 K. Our
approach relies on the use of microscope objectives that are in-vacuum but at
room temperature, in combination with windowless thermal shields into which the
objectives are protruding to ensure a cryogenic environment for the trapped
atoms. To achieve enough optical power for efficient trapping, we combine two
lasers at slightly different wavelengths. We discuss the performance and
limitations of our design. Finally, we demonstrate atom-by-atom rearrangement
of an 828-atom target array using moving optical tweezers controlled by a
field-programmable gate array.","Grégoire Pichard, Desiree Lim, Etienne Bloch, Julien Vaneecloo, Lilian Bourachot, Gert-Jan Both, Guillaume Mériaux, Sylvain Dutartre, Richard Hostein, Julien Paris, Bruno Ximenez, Adrien Signoles, Antoine Browaeys, Thierry Lahaye, Davide Dreon",arXiv,"physics.atom-ph, cond-mat.quant-gas, quant-ph"
Resource savings from fault-tolerant circuit design,https://arxiv.org/pdf/2311.02132.pdf,Quantum Error Correction,Resource savings from fault-tolerant circuit design,"Using fault-tolerant constructions, computations performed with unreliable
components can simulate their noiseless counterparts though the introduction of
a modest amount of redundancy. Given the modest overhead required to achieve
fault-tolerance, and the fact that increasing the reliability of basic
components often comes at a cost, are there situations where fault-tolerance
may be more economical? We present a general framework to account for this
overhead cost in order to effectively compare fault-tolerant to
non-fault-tolerant approaches for computation, in the limit of small logical
error rates. Using this detailed accounting, we determine explicit boundaries
at which fault-tolerant designs become more efficient than designs that achieve
comparable reliability through direct consumption of resources. We find that
the fault-tolerant construction is always preferred in the limit of high
reliability in cases where the resources required to construct a basic unit
grows faster than $\log(1 / \epsilon)$ asymptotically for small $\epsilon$.","Andrew K. Tan, Isaac L. Chuang",arXiv,"cs.CE, cs.IT, math.IT"
"Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing - David Barral, et. al.",https://arxiv.org/abs/2404.01265,,"Review of Distributed Quantum Computing. From single QPU to High
  Performance Quantum Computing","The emerging field of quantum computing has shown it might change how we
process information by using the unique principles of quantum mechanics. As
researchers continue to push the boundaries of quantum technologies to
unprecedented levels, distributed quantum computing raises as an obvious path
to explore with the aim of boosting the computational power of current quantum
systems. This paper presents a comprehensive survey of the current state of the
art in the distributed quantum computing field, exploring its foundational
principles, landscape of achievements, challenges, and promising directions for
further research. From quantum communication protocols to entanglement-based
distributed algorithms, each aspect contributes to the mosaic of distributed
quantum computing, making it an attractive approach to address the limitations
of classical computing. Our objective is to provide an exhaustive overview for
experienced researchers and field newcomers.","David Barral, F. Javier Cardama, Guillermo Díaz, Daniel Faílde, Iago F. Llovo, Mariamo Mussa Juane, Jorge Vázquez-Pérez, Juan Villasuso, César Piñeiro, Natalia Costas, Juan C. Pichel, Tomás F. Pena, Andrés Gómez",arXiv,"quant-ph, cs.ET"
Room temperature quantum key distribution characteristics of low‑noise InGaAs/InP single‑photon avalanche diode,https://link.springer.com/article/10.1007/s40042-021-00111-4,Quantum Hardware & Implementation,Room temperature quantum key distribution characteristics of low-noise InGaAs/InP single-photon avalanche diode,Unknown,"Soo-Hyun Baek, Seung-Chul Yang, Chan-Yong Park, Chul-Woo Park, Seok-Beom Cho, Sang-Wan Ryu",Journal of the Korean Physical Society,
Scaling silicon-based quantum computing using CMOS technology,https://arxiv.org/abs/2011.11753,Silicon Based Technologies,"Scaling silicon-based quantum computing using CMOS technology:
  State-of-the-art, Challenges and Perspectives","Complementary metal-oxide semiconductor (CMOS) technology has radically
reshaped the world by taking humanity to the digital age. Cramming more
transistors into the same physical space has enabled an exponential increase in
computational performance, a strategy that has been recently hampered by the
increasing complexity and cost of miniaturization. To continue achieving
significant gains in computing performance, new computing paradigms, such as
quantum computing, must be developed. However, finding the optimal physical
system to process quantum information, and scale it up to the large number of
qubits necessary to build a general-purpose quantum computer, remains a
significant challenge. Recent breakthroughs in nanodevice engineering have
shown that qubits can now be manufactured in a similar fashion to silicon
field-effect transistors, opening an opportunity to leverage the know-how of
the CMOS industry to address the scaling challenge. In this article, we focus
on the analysis of the scaling prospects of quantum computing systems based on
CMOS technology.","M. F. Gonzalez-Zalba, S. de Franceschi, E. Charbon, T. Meunier, M. Vinet, A. S. Dzurak",arXiv,"quant-ph, cond-mat.mes-hall"
"SeQUeNCe a customizable discrete-event simulator of quantum networks - Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin,, Tian Zhong, ...",https://arxiv.org/abs/2009.12000,,SeQUeNCe: A Customizable Discrete-Event Simulator of Quantum Networks,"Recent advances in quantum information science enabled the development of
quantum communication network prototypes and created an opportunity to study
full-stack quantum network architectures. This work develops SeQUeNCe, a
comprehensive, customizable quantum network simulator. Our simulator consists
of five modules: Hardware models, Entanglement Management protocols, Resource
Management, Network Management, and Application. This framework is suitable for
simulation of quantum network prototypes that capture the breadth of current
and future hardware technologies and protocols. We implement a comprehensive
suite of network protocols and demonstrate the use of SeQUeNCe by simulating a
photonic quantum network with nine routers equipped with quantum memories. The
simulation capabilities are illustrated in three use cases. We show the
dependence of quantum network throughput on several key hardware parameters and
study the impact of classical control message latency. We also investigate
quantum memory usage efficiency in routers and demonstrate that redistributing
memory according to anticipated load increases network capacity by 69.1% and
throughput by 6.8%. We design SeQUeNCe to enable comparisons of alternative
quantum network technologies, experiment planning, and validation and to aid
with new protocol design. We are releasing SeQUeNCe as an open source tool and
aim to generate community interest in extending it.","Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin, Tian Zhong, Rajkumar Kettimuthu, Martin Suchara",arXiv,quant-ph
Single-shot Quantum Signal Processing Interferometry,https://arxiv.org/pdf/2311.13703.pdf,Programmable Quantum Gates,Single-shot Quantum Signal Processing Interferometry,"Quantum systems of infinite dimension, such as bosonic oscillators, provide
vast resources for quantum sensing. Yet, a general theory on how to manipulate
such bosonic modes for sensing beyond parameter estimation is unknown. We
present a general algorithmic framework, quantum signal processing
interferometry (QSPI), for quantum sensing at the fundamental limits of quantum
mechanics by generalizing Ramsey-type interferometry. Our QSPI sensing protocol
relies on performing nonlinear polynomial transformations on the oscillator's
quadrature operators by generalizing quantum signal processing (QSP) from
qubits to hybrid qubit-oscillator systems. We use our QSPI sensing framework to
make efficient binary decisions on a displacement channel in the single-shot
limit. Theoretical analysis suggests the sensing accuracy, given a single-shot
qubit measurement, scales inversely with the sensing time or circuit depth of
the algorithm. We further concatenate a series of such binary decisions to
perform parameter estimation in a bit-by-bit fashion. Numerical simulations are
performed to support these statements. Our QSPI protocol offers a unified
framework for quantum sensing using continuous-variable bosonic systems beyond
parameter estimation and establishes a promising avenue toward efficient and
scalable quantum control and quantum sensing schemes beyond the NISQ era.","Jasmine Sinanan-Singh, Gabriel L. Mintzer, Isaac L. Chuang, Yuan Liu",arXiv,"quant-ph, eess.SP"
Solitons near avoided mode crossings in χ(2) nanowaveguides,https://arxiv.org/abs/2108.08563,Silicon Based Technologies,Solitons near avoided mode crossing in $χ^{(2)}$ nanowaveguides,"We present a model for $\chi^{(2)}$ waveguides accounting for three modes,
two of which make an avoided crossing at the second harmonic wavelength. We
introduce two linearly coupled pure modes and adjust the coupling to replicate
the waveguide dispersion near the avoided crossing. Analysis of the nonlinear
system reveals continuous wave (CW) solutions across much of the
parameter-space and prevalence of its modulational instability. We also predict
the existence of the avoided-crossing solitons, and study peculiarities of
their dynamics and spectral properties, which include formation of a pedestal
in the pulse tails and associated pronounced spectral peaks. Mapping these
solitons onto the linear dispersion diagrams, we make connections between their
existence and CW existence and stability. We also simulate the two-color
soliton generation from a single frequency pump pulse to back up its formation
and stability properties.","William R. Rowe, Andrey V. Gorbach, Dmitry V. Skryabin",arXiv,"physics.optics, nlin.PS"
Stim: a fast stabilizer circuit simulator -Craig Gidney,https://arxiv.org/abs/2103.02202v3,,Stim: a fast stabilizer circuit simulator,"This paper presents ``Stim"", a fast simulator for quantum stabilizer
circuits. The paper explains how Stim works and compares it to existing tools.
With no foreknowledge, Stim can analyze a distance 100 surface code circuit (20
thousand qubits, 8 million gates, 1 million measurements) in 15 seconds and
then begin sampling full circuit shots at a rate of 1 kHz. Stim uses a
stabilizer tableau representation, similar to Aaronson and Gottesman's CHP
simulator, but with three main improvements. First, Stim improves the
asymptotic complexity of deterministic measurement from quadratic to linear by
tracking the {\em inverse} of the circuit's stabilizer tableau. Second, Stim
improves the constant factors of the algorithm by using a cache-friendly data
layout and 256 bit wide SIMD instructions. Third, Stim only uses expensive
stabilizer tableau simulation to create an initial reference sample. Further
samples are collected in bulk by using that sample as a reference for batches
of Pauli frames propagating through the circuit.",Craig Gidney,arXiv,quant-ph
"Subsystem codes with high thresholds by gauge fixing and reduced qubit overhead - Oscar Higgott, Nikolas P. Breuckmann",https://arxiv.org/abs/2010.09626,,"Subsystem codes with high thresholds by gauge fixing and reduced qubit
  overhead","We introduce a technique that uses gauge fixing to significantly improve the
quantum error correcting performance of subsystem codes. By changing the order
in which check operators are measured, valuable additional information can be
gained, and we introduce a new method for decoding which uses this information
to improve performance. Applied to the subsystem toric code with three-qubit
check operators, we increase the threshold under circuit-level depolarising
noise from $0.67\%$ to $0.81\%$. The threshold increases further under a
circuit-level noise model with small finite bias, up to $2.22\%$ for infinite
bias. Furthermore, we construct families of finite-rate subsystem LDPC codes
with three-qubit check operators and optimal-depth parity-check measurement
schedules. To the best of our knowledge, these finite-rate subsystem codes
outperform all known codes at circuit-level depolarising error rates as high as
$0.2\%$, where they have a qubit overhead that is $4.3\times$ lower than the
most efficient version of the surface code and $5.1\times$ lower than the
subsystem toric code. Their threshold and pseudo-threshold exceeds $0.42\%$ for
circuit-level depolarising noise, increasing to $2.4\%$ under infinite bias
using gauge fixing.","Oscar Higgott, Nikolas P. Breuckmann",arXiv,quant-ph
"Supervised learning with quantum enhanced feature spaces - Vojtech Havlicek, et.al",https://arxiv.org/pdf/1804.11326.pdf,,Supervised learning with quantum enhanced feature spaces,"Machine learning and quantum computing are two technologies each with the
potential for altering how computation is performed to address previously
untenable problems. Kernel methods for machine learning are ubiquitous for
pattern recognition, with support vector machines (SVMs) being the most
well-known method for classification problems. However, there are limitations
to the successful solution to such problems when the feature space becomes
large, and the kernel functions become computationally expensive to estimate. A
core element to computational speed-ups afforded by quantum algorithms is the
exploitation of an exponentially large quantum state space through controllable
entanglement and interference. Here, we propose and experimentally implement
two novel methods on a superconducting processor. Both methods represent the
feature space of a classification problem by a quantum state, taking advantage
of the large dimensionality of quantum Hilbert space to obtain an enhanced
solution. One method, the quantum variational classifier builds on [1,2] and
operates through using a variational quantum circuit to classify a training set
in direct analogy to conventional SVMs. In the second, a quantum kernel
estimator, we estimate the kernel function and optimize the classifier
directly. The two methods present a new class of tools for exploring the
applications of noisy intermediate scale quantum computers [3] to machine
learning.","Vojtech Havlicek, Antonio D. Córcoles, Kristan Temme, Aram W. Harrow, Abhinav Kandala, Jerry M. Chow, Jay M. Gambetta",arXiv,"quant-ph, stat.ML"
Surface codes: Towards practical large-scale quantum computation,https://arxiv.org/abs/1208.0928,Quantum Error Correction,Surface codes: Towards practical large-scale quantum computation,"This article provides an introduction to surface code quantum computing. We
first estimate the size and speed of a surface code quantum computer. We then
introduce the concept of the stabilizer, using two qubits, and extend this
concept to stabilizers acting on a two-dimensional array of physical qubits, on
which we implement the surface code. We next describe how logical qubits are
formed in the surface code array and give numerical estimates of their
fault-tolerance. We outline how logical qubits are physically moved on the
array, how qubit braid transformations are constructed, and how a braid between
two logical qubits is equivalent to a controlled-NOT. We then describe the
single-qubit Hadamard, S and T operators, completing the set of required gates
for a universal quantum computer. We conclude by briefly discussing physical
implementations of the surface code. We include a number of appendices in which
we provide supplementary information to the main text.","Austin G. Fowler, Matteo Mariantoni, John M. Martinis, Andrew N. Cleland",arXiv,quant-ph
Symmetry-invariant quantum machine learning force fields,https://arxiv.org/abs/2311.11362,Quantum Machine Learning (QML),Symmetry-invariant quantum machine learning force fields,"Machine learning techniques are essential tools to compute efficient, yet
accurate, force fields for atomistic simulations. This approach has recently
been extended to incorporate quantum computational methods, making use of
variational quantum learning models to predict potential energy surfaces and
atomic forces from ab initio training data. However, the trainability and
scalability of such models are still limited, due to both theoretical and
practical barriers. Inspired by recent developments in geometric classical and
quantum machine learning, here we design quantum neural networks that
explicitly incorporate, as a data-inspired prior, an extensive set of
physically relevant symmetries. We find that our invariant quantum learning
models outperform their more generic counterparts on individual molecules of
growing complexity. Furthermore, we study a water dimer as a minimal example of
a system with multiple components, showcasing the versatility of our proposed
approach and opening the way towards larger simulations. Our results suggest
that molecular force fields generation can significantly profit from leveraging
the framework of geometric quantum machine learning, and that chemical systems
represent, in fact, an interesting and rich playground for the development and
application of advanced quantum machine learning tools.","Isabel Nha Minh Le, Oriel Kiss, Julian Schuhmacher, Ivano Tavernelli, Francesco Tacchino",arXiv,"quant-ph, cs.LG, physics.chem-ph, physics.comp-ph"
Teleportation of entanglement over 143 km,https://arxiv.org/abs/1403.0009,Quantum Entanglement & Teleportation,Teleportation of entanglement over 143 km,"As a direct consequence of the no-cloning theorem, the deterministic
amplification as in classical communication is impossible for quantum states.
This calls for more advanced techniques in a future global quantum network,
e.g. for cloud quantum computing. A unique solution is the teleportation of an
entangled state, i.e. entanglement swapping, representing the central resource
to relay entanglement between distant nodes. Together with entanglement
purification and a quantum memory it constitutes a so-called quantum repeater.
Since the aforementioned building blocks have been individually demonstrated in
laboratory setups only, the applicability of the required technology in
real-world scenarios remained to be proven. Here we present a free-space
entanglement-swapping experiment between the Canary Islands of La Palma and
Tenerife, verifying the presence of quantum entanglement between two previously
independent photons separated by 143 km. We obtained an expectation value for
the entanglement-witness operator, more than 6 standard deviations beyond the
classical limit. By consecutive generation of the two required photon pairs and
space-like separation of the relevant measurement events, we also showed the
feasibility of the swapping protocol in a long-distance scenario, where the
independence of the nodes is highly demanded. Since our results already allow
for efficient implementation of entanglement purification, we anticipate our
assay to lay the ground for a fully-fledged quantum repeater over a realistic
high-loss and even turbulent quantum channel.","Thomas Herbst, Thomas Scheidl, Matthias Fink, Johannes Handsteiner, Bernhard Wittmann, Rupert Ursin, Anton Zeilinger",arXiv,"quant-ph, physics.optics"
"The Computational and Latency Advantage of Quantum Communication Networks - Roberto Ferrara, Riccardo Bassoli, Christian Deppe, Frank H.P. Fitzek and Holger Boche",https://arxiv.org/pdf/2106.03360.pdf,,"The Computational and Latency Advantage of Quantum Communication
  Networks","This article summarises the current status of classical communication
networks and identifies some critical open research challenges that can only be
solved by leveraging quantum technologies. By now, the main goal of quantum
communication networks has been security. However, quantum networks can do more
than just exchange secure keys or serve the needs of quantum computers. In
fact, the scientific community is still investigating on the possible use
cases/benefits that quantum communication networks can bring. Thus, this
article aims at pointing out and clearly describing how quantum communication
networks can enhance in-network distributed computing and reduce the overall
end-to-end latency, beyond the intrinsic limits of classical technologies.
Furthermore, we also explain how entanglement can reduce the communication
complexity (overhead) that future classical virtualised networks will
experience.","Roberto Ferrara, Riccardo Bassoli, Christian Deppe, Frank H. P. Fitzek, Holger Boche",arXiv,"cs.IT, math.IT, quant-ph"
"The SWAP test and the Hong-Ou-Mandel effect are equivalent - Juan Carlos Garcia-Escartin, Pedro Chamorro-Posada",https://arxiv.org/abs/1303.6814,,The SWAP test and the Hong-Ou-Mandel effect are equivalent,"We show that the Hong-Ou-Mandel effect from quantum optics is equivalent to
the SWAP test, a quantum information primitive which compares two arbitrary
states. We first derive a destructive SWAP test that doesn't need the ancillary
qubit that appears in the usual quantum circuit. Then, we study the
Hong-Ou-Mandel effect for two photons meeting at a beam splitter and prove it
is, in fact, an optical implementation of the destructive SWAP test. This
result offers both an interesting simple realization of a powerful quantum
information primitive and an alternative way to understand and analyse the
Hong-Ou-Mandel effect.","Juan Carlos Garcia-Escartin, Pedro Chamorro-Posada",arXiv,quant-ph
"The_Virtual_Quantum_Optics_Laboratory - Brian R. La Cour, Maria Maynard, Parth Shroff, Gabriel Ko, Evan Ellis",https://arxiv.org/abs/2105.07300,,The Virtual Quantum Optics Laboratory,"We present a web-based software tool, the Virtual Quantum Optics Laboratory
(VQOL), that may be used for designing and executing realistic simulations of
quantum optics experiments. A graphical user interface allows one to rapidly
build and configure a variety of different optical experiments, while the
runtime environment provides unique capabilities for visualization and
analysis. All standard linear optical components are available as well as
sources of thermal, coherent, and entangled Gaussian states. A unique aspect of
VQOL is the introduction of non-Gaussian measurements using detectors modeled
as deterministic devices that ""click"" when the amplitude of the light falls
above a given threshold. We describe the underlying theoretical models and
provide several illustrative examples. We find that VQOL provides a a faithful
representation of many experimental quantum optics phenomena and may serve as
both a useful instructional tool for students as well as a valuable research
tool for practitioners.","Brian R. La Cour, Maria Maynard, Parth Shroff, Gabriel Ko, Evan Ellis",arXiv,quant-ph
The information-theoretic foundation of thermodynamic work extraction,https://arxiv.org/abs/2009.04588,Physical Information,The information-theoretic foundation of thermodynamic work extraction,"In this paper I apply newly-proposed information-theoretic principles to
thermodynamic work extraction. I show that if it is possible to extract work
deterministically from a physical system prepared in any one of a set of
states, then those states must be distinguishable from one another. This result
is formulated independently of scale and of particular dynamical laws; it also
provides a novel connection between thermodynamics and information theory,
established via the law of conservation of energy (rather than the second law
of thermodynamics). Albeit compatible with these conclusions, existing
thermodynamics approaches cannot provide a result of such generality, because
they are scale-dependent (relying on ensembles or coarse-graining) or tied to
particular dynamical laws. This paper thus provides a broader foundation for
thermodynamics, with implications for the theory of von Neumann's universal
constructor",Chiara Marletto,arXiv,"quant-ph, physics.comp-ph"
The role of quantum information in thermodynamics,https://arxiv.org/abs/1505.07835,Physical Information,The role of quantum information in thermodynamics --- a topical review,"This topical review article gives an overview of the interplay between
quantum information theory and thermodynamics of quantum systems. We focus on
several trending topics including the foundations of statistical mechanics,
resource theories, entanglement in thermodynamic settings, fluctuation theorems
and thermal machines. This is not a comprehensive review of the diverse field
of quantum thermodynamics; rather, it is a convenient entry point for the
thermo-curious information theorist. Furthermore this review should facilitate
the unification and understanding of different interdisciplinary approaches
emerging in research groups around the world.","John Goold, Marcus Huber, Arnau Riera, Lídia del Rio, Paul Skrzypczyk",arXiv,quant-ph
"Tutorial: Remote entanglement protocols for stationary qubits with photonic interfaces - Hans K.C. Beukers, et.al.",https://arxiv.org/pdf/2310.19878.pdf,,"Tutorial: Remote entanglement protocols for stationary qubits with
  photonic interfaces","Generating entanglement between distant quantum systems is at the core of
quantum networking. In recent years, numerous theoretical protocols for remote
entanglement generation have been proposed, of which many have been
experimentally realized. Here, we provide a modular theoretical framework to
elucidate the general mechanisms of photon-mediated entanglement generation
between single spins in atomic or solid-state systems. Our framework
categorizes existing protocols at various levels of abstraction and allows for
combining the elements of different schemes in new ways. These abstraction
layers make it possible to readily compare protocols for different quantum
hardware. To enable the practical evaluation of protocols tailored to specific
experimental parameters, we have devised numerical simulations based on the
framework with our codes available online.","Hans K. C. Beukers, Matteo Pasini, Hyeongrak Choi, Dirk Englund, Ronald Hanson, Johannes Borregaard",arXiv,quant-ph
"Two-photon interference the Hong-Ou-Mandel effect - FrédÉric Bouchard, Alicia Sit, Yingwen Zhang, Robert Fickler, Filippo M. Miatto,...",https://arxiv.org/abs/2006.09335,,Two-photon interference: the Hong-Ou-Mandel effect,"Nearly 30 years ago, two-photon interference was observed, marking the
beginning of a new quantum era. Indeed, two-photon interference has no
classical analogue, giving it a distinct advantage for a range of applications.
The peculiarities of quantum physics may now be used to our advantage to
outperform classical computations, securely communicate information, simulate
highly complex physical systems and increase the sensitivity of precise
measurements. This separation from classical to quantum physics has motivated
physicists to study two-particle interference for both fermionic and bosonic
quantum objects. So far, two-particle interference has been observed with
massive particles, among others, such as electrons and atoms, in addition to
plasmons, demonstrating the extent of this effect to larger and more complex
quantum systems. A wide array of novel applications to this quantum effect is
to be expected in the future. This review will thus cover the progress and
applications of two-photon (two-particle) interference over the last three
decades.","FrédÉric Bouchard, Alicia Sit, Yingwen Zhang, Robert Fickler, Filippo M. Miatto, Yuan Yao, Fabio Sciarrino, Ebrahim Karimi",arXiv,"quant-ph, physics.optics"
Energy & Information - Myron Tribus and Edward C. McIrvine,https://www.jstor.org/stable/24923125?saml_data=eyJzYW1sVG9rZW4iOiIzYThiNDZlMi1iZGVhLTRlMGQtOGExOC03YzQ2ZDZkNzQyNWQiLCJpbnN0aXR1dGlvbklkcyI6WyJiN2JlMjYxZS1hOWVhLTRiZGYtOWVjNS00ZWVkN2NhNTI5NzIiXX0#metadata_info_tab_contents,,Unknown,Unknown,Unknown,Unknown,Unknown
"Simple Proof of Security of the BB84 Quantum Key Distribution Protocol -Peter W. Shor, John Preskill",https://arxiv.org/abs/quant-ph/0003004,,Unknown,Unknown,Unknown,Unknown,Unknown
2D materials for quantum information science,https://www.nature.com/articles/s41578-019-0136-x,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown
Energy & Information,https://www.jstor.org/stable/24923125,Physical Information,Unknown,Unknown,Unknown,Unknown,Unknown
"Entanglement in Many-Body Systems - Luigi Amico, Rosario Fazio, Vlatko Vedral",https://arxiv.org/pdf/quant-ph/0703044.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
Establishing the quantum supremacy frontier with a 281 Pflop/s simulation,https://iopscience.iop.org/article/10.1088/2058-9565/ab7eeb/pdf?casa_token=fqUuMeRiHW8AAAAA:-qCFEf4B8q71vIHgiBtzWC_CMtpzILLTB5PaGoVOSn-EugRt6crwFnEY65HH3AwY_zVOkq2gmQ,,Unknown,Unknown,Unknown,Unknown,Unknown
Energy-Efficient Superconducting Computing—Power Budgets and Requirements,https://ieeexplore.ieee.org/abstract/document/6449287,,Unknown,Unknown,Unknown,Unknown,Unknown
"Scheme for reducing decoherence in quantum computer memory, Peter W. Shor",https://www.cs.miami.edu/home/burt/learning/Csc670.052/pR2493_1.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
"Experimental violation of Bell inequalities for multi-dimensional systems - Hsin-Pin Lo1, Che-Ming Li2, AtsushiYabushita1, Yueh-NanChen3, Chih-Wei Luo1 & Takayoshi Kobayashi",https://www.nature.com/articles/srep22088,,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum information processing with bosonic qubits in circuit QED,https://iopscience.iop.org/article/10.1088/2058-9565/abe989/pdf,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum Computing,https://arxiv.org/abs/quant-ph/9708022,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown
The Future of Quantum Computing with Superconducting Qubits,https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown
"Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits - Ming Gong, Xiao Yuan, Shiyu Wang, Yulin Wu, ...",https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&ved=2ahUKEwiH6f7Sk8n5AhW6S0EAHYpcCL0QFnoECAsQAQ&url=https%3A%2F%2Fora.ox.ac.uk%2Fobjects%2Fuuid%3A5b2e5204-7746-4569-807e-77654a77313a%2Ffiles%2Fs0v838175c&usg=AOvVaw3l2-7GFf0m6Fw14IpYljjx,,Unknown,Unknown,Unknown,Unknown,Unknown
An energy efficient multipliers using reversible gates,https://www.researchgate.net/publication/347857423_An_energy_efficient_multipliers_using_reversible_gates,,Unknown,Unknown,Unknown,Unknown,Unknown
A generalization of the stabilizer formalism for simulating arbitrary quantum circuits - Theodore J. Yoder,https://www.scottaaronson.com/showcase2/report/ted-yoder.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum Optical Neural Networks (Patent Application),https://patentimages.storage.googleapis.com/fa/61/94/ec20dc003a6517/US20200372334A1.pdf,Quantum Neural Networks (QNNs),Unknown,Unknown,Unknown,Unknown,Unknown
Quantum computing at the frontiers of biological sciences,https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8254820/,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown
A Review of Quantum Computer Energy Efficiency,https://ieeexplore.ieee.org/abstract/document/8767125,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown
Linear growth of quantum circuit complexity,https://www.nature.com/articles/s41567-022-01539-6,Quantum Algorithms,Unknown,Unknown,Unknown,Unknown,Unknown
Solid-state single-photon emitters,http://ciqm.harvard.edu/uploads/2/3/3/4/23349210/aharanovich_2016.pdf,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown
Green Networking Metrics,https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Clemm-Dong-Mirsky-Ciavaglia-Tantsura-Odini_Green-Networking-Metrics.pdf,Energy & Sustainability in Quantum Computing,Unknown,Unknown,Unknown,Unknown,Unknown
"18th Conference on the Theory of Quantum Computation, Communication and Cryptography",https://inspirehep.net/files/36042b35a0a8b68d0c63390592af9491,,Unknown,Unknown,Unknown,Unknown,Unknown
"A Preprocessing Perspective for Quantum Machine Learning Classification Advantage in Finance Using NISQ Algorithms - Javier Mancilla, Christophe Pere",https://www.mdpi.com/1099-4300/24/11/1656,,Unknown,Unknown,Unknown,Unknown,Unknown
A Tutorial on Quantum Error Correction - Andrew M. Steane,https://www2.physics.ox.ac.uk/sites/default/files/ErrorCorrectionSteane06.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
"An Algebraic Language for Distributed Quantum Computing - Mingsheng Ying, Yuan Feng",https://ieeexplore.ieee.org/document/4745631,,Unknown,Unknown,Unknown,Unknown,Unknown
Photonic resource state generation from a minimal number of quantum emitters,https://www.nature.com/articles/s41534-022-00522-6,Quantum Photonics,Unknown,Unknown,Unknown,Unknown,Unknown
Advances in Silicon Quantum Photonics - Jeremy C. Adcock; Jueming Bao; Yulin Chi; Xiaojiong Chen; Davide Bacco; Qihuang,https://ieeexplore.ieee.org/document/9205209/authors#authors,,Unknown,Unknown,Unknown,Unknown,Unknown
"Error Correcting Codes in Quantum Theory, Andrew Steane",https://users.physics.ox.ac.uk/~Steane/pubs/Steane_PRL95.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
The Physical Implementation of Quantum Computation,https://arxiv.org/abs/quant-ph/0002077,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum computational advantage with a programmable photonic processor,https://www.nature.com/articles/s41586-022-04725-x,Quantum Supremacy & Computational Advantage,Unknown,Unknown,Unknown,Unknown,Unknown
The Everything-Is-a-Quantum-Wave Interpretation of Quantum Physics - Vlatko Vedral,https://www.mdpi.com/2624-960X/5/2/31,,Unknown,Unknown,Unknown,Unknown,Unknown
"The Future of Quantum Computing with Superconducting Qubits - Sergey Bravyi, Oliver Dial, Jay M. Gambetta, Dar ́ıo Gil, and Zaira Nazario1",https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/The-future-of-quantum-computing-with?gad_source=1&gclid=CjwKCAjwzN-,,Unknown,Unknown,Unknown,Unknown,Unknown
"Generation of broadband correlated photon-pairs in short thin-film lithium-niobate waveguides - Bradley S. Elkus, et. al",https://opg.optica.org/directpdfaccess/02ed958b-dc38-449c-b5d94c4360c660b2_424684/oe-27-26-38521.pdf?da=1&id=424684&seq=0&mobile=no,,Unknown,Unknown,Unknown,Unknown,Unknown
Field-linked resonances of polar molecules,https://www.nature.com/articles/s41586-022-05651-8,,Unknown,Unknown,Unknown,Unknown,Unknown
"Request_Scheduling_in_Quantum_Networks - C. Cicconetti, M. Conti, and A. Passarella",https://www.researchgate.net/publication/352621787_Request_Scheduling_in_Quantum_Networks,,Unknown,Unknown,Unknown,Unknown,Unknown
"Reducing Green House Gas Emissions With Congestion Control - Michael Welzl, Ozgu Alay, Peyman Teymoori, Safiqul Islam",https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Welzel-Alay-Teymoori-Islam_Reducing-Green-House-Gas-Emissions-With-Congestion-Control-v2.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum supremacy using a programmable superconducting processor,https://www.nature.com/articles/s41586-019-1666-5,Quantum Supremacy & Computational Advantage,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum communications and cryptography,https://people.bu.edu/alexserg/Impression_Book.pdf,Quantum Communication & Cryptography,Unknown,Unknown,Unknown,Unknown,Unknown
"Discrete simulation of quantum walks - Madita Willsch, Dennis Willsch, Kristel Michielsen, and Hans De Raedt",https://www.frontiersin.org/articles/10.3389/fphy.2020.00145/full,,Unknown,Unknown,Unknown,Unknown,Unknown
On the CNOT-cost of TOFFOLI gates,https://dl.acm.org/doi/10.5555/2011791.2011799,Quantum Circuits,Unknown,Unknown,Unknown,Unknown,Unknown
Transitioning organizations to post-quantum cryptography,https://www.nature.com/articles/s41586-022-04623-2,Quantum Communication & Cryptography,Unknown,Unknown,Unknown,Unknown,Unknown
Distribution of entanglement in large-scale quantum networks,https://iopscience.iop.org/article/10.1088/0034-4885/76/9/096001/pdf,Quantum Entanglement & Teleportation,Unknown,Unknown,Unknown,Unknown,Unknown
Generalized GHZ States and Distributed Quantum Computing,https://arxiv.org/abs/quant-ph/0402148,Quantum Entanglement & Teleportation,Unknown,Unknown,Unknown,Unknown,Unknown
Substituting Quantum Entanglement for Communication,https://arxiv.org/pdf/quant-ph/9704026,Quantum Entanglement & Teleportation,Unknown,Unknown,Unknown,Unknown,Unknown
Implementing Post-quantum Cryptography for Developers,https://www.scitepress.org/Papers/2022/107862/107862.pdf,Quantum Communication & Cryptography,Unknown,Unknown,Unknown,Unknown,Unknown
An introduction to measurement based quantum computation - Richard Jozsa,https://arxiv.org/abs/quant-ph/0508124,,Unknown,Unknown,Unknown,Unknown,Unknown
"The Toric Code, Paul Herringer",https://www.physics.rutgers.edu/grad/602/Lectures/JC_Presentations/0419/Intro_Toric_Code.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum simulator enables first microscopic observation of charge carriers pairing,https://www.mpq.mpg.de/6803661/01-magnetic-pairing,Ion Traps,Unknown,Unknown,Unknown,Unknown,Unknown
"Topological quantum memory - Eric Dennis,Alexei Kitaev,Andrew Landahl,and John Preskill",https://arxiv.org/abs/quant-ph/0110143,,Unknown,Unknown,Unknown,Unknown,Unknown
"Universal and operational benchmarking of quantum memories - Xiao Yuan, Yunchao Liu, Qi Zhao, Bartosz Regula, Jayne Thompson and Mile Gu",https://bartoszregula.me/pdf/s41534-021-00444-9.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown
Quantum principal component analysis,https://www.nature.com/articles/nphys3029#Sec2,Quantum Algorithms,Unknown,Unknown,Unknown,Unknown,Unknown
"How many qubits are needed for quantum computational supremacy? - Alexander M. Dalzell1, Aram W. Harrow, Dax Enshan Koh, and Rolando L. La Placa",https://quantum-journal.org/papers/q-2020-05-11-264/,,Unknown,Unknown,Unknown,Unknown,Unknown
"Implementing the quantum random walk - B. C. Travaglione, G. J. Milburn",https://arxiv.org/abs/quant-ph/0109076,,Unknown,Unknown,Unknown,Unknown,Unknown
Memory cost of quantum protocols,https://www.researchgate.net/publication/51965796_Memory_cost_of_quantum_protocols,Quantum Memories,Unknown,Unknown,Unknown,Unknown,Unknown
Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits,https://ora.ox.ac.uk/objects/uuid:5b2e5204-7746-4569-807e-77654a77313a/files/s0v838175c,Quantum Error Correction,Unknown,Unknown,Unknown,Unknown,Unknown
"Channel Waveguides in Lithium Niobate and Lithium Tantalate- Yi Lu, Benjamin Johnston, Peter Dekker, Michael J Withford, Judith M Dawes",https://pubmed.ncbi.nlm.nih.gov/32867367/,,Unknown,Unknown,Unknown,Unknown,Unknown
Optimal architectures for long distance quantum communication,https://www.nature.com/articles/srep20463,Quantum Repeater Architectures,Unknown,Unknown,Unknown,Unknown,Unknown
Stabilizer Codes and Quantum Error Correction -Thesis by Daniel Gottesman,https://arxiv.org/abs/quant-ph/9705052,,Unknown,Unknown,Unknown,Unknown,Unknown
Multiple Particle Interference and Quantum Error Correction - Andrew Steane,https://arxiv.org/abs/quant-ph/9601029Multiplexed quantum repeaters,,Unknown,Unknown,Unknown,Unknown,Unknown
"Multiple Particle Interference and Quantum Error Correction, Andrew Steane",https://arxiv.org/abs/quant-ph/9601029,,Unknown,Unknown,Unknown,Unknown,Unknown
Why Philosophers Should Care About Computational Complexity,https://arxiv.org/abs/1108.1791,Commercial and Philosophical Views,Why Philosophers Should Care About Computational Complexity,"One might think that, once we know something is computable, how efficiently
it can be computed is a practical question with little further philosophical
importance. In this essay, I offer a detailed case that one would be wrong. In
particular, I argue that computational complexity theory -- the field that
studies the resources (such as time, space, and randomness) needed to solve
computational problems -- leads to new perspectives on the nature of
mathematical knowledge, the strong AI debate, computationalism, the problem of
logical omniscience, Hume's problem of induction, Goodman's grue riddle, the
foundations of quantum mechanics, economic rationality, closed timelike curves,
and several other topics of philosophical interest. I end by discussing aspects
of complexity theory itself that could benefit from philosophical analysis.",Scott Aaronson,arXiv,"cs.CC, quant-ph"
lambeq: An Efficient High-Level Python Library for Quantum NLP,https://arxiv.org/abs/2110.04236,Natural Language Processing & Quantum Computing,lambeq: An Efficient High-Level Python Library for Quantum NLP,"We present lambeq, the first high-level Python library for Quantum Natural
Language Processing (QNLP). The open-source toolkit offers a detailed hierarchy
of modules and classes implementing all stages of a pipeline for converting
sentences to string diagrams, tensor networks, and quantum circuits ready to be
used on a quantum computer. lambeq supports syntactic parsing, rewriting and
simplification of string diagrams, ansatz creation and manipulation, as well as
a number of compositional models for preparing quantum-friendly representations
of sentences, employing various degrees of syntax sensitivity. We present the
generic architecture and describe the most important modules in detail,
demonstrating the usage with illustrative examples. Further, we test the
toolkit in practice by using it to perform a number of experiments on simple
NLP tasks, implementing both classical and quantum pipelines.","Dimitri Kartsaklis, Ian Fan, Richie Yeung, Anna Pearson, Robin Lorenz, Alexis Toumi, Giovanni de Felice, Konstantinos Meichanetzidis, Stephen Clark, Bob Coecke",arXiv,"cs.CL, cs.AI, quant-ph"


================================================
FILE: data/inputs/papers_data.csv
================================================
Title,Web,Category
2D materials for quantum information science,https://www.nature.com/articles/s41578-019-0136-x,
"18th Conference on the Theory of Quantum Computation, Communication and Cryptography",https://inspirehep.net/files/36042b35a0a8b68d0c63390592af9491,
"A Grand Unification of Quantum Algorithms - John M. Martyn, Zane M. Rossi, Andrew K. Tan, Isaac L. Chuang",https://arxiv.org/abs/2105.02859,
"A Preprocessing Perspective for Quantum Machine Learning Classification Advantage in Finance Using NISQ Algorithms - Javier Mancilla, Christophe Pere",https://www.mdpi.com/1099-4300/24/11/1656,
A Review of Quantum Computer Energy Efficiency - Nelly Elsayed† Anthony S. Maida† Magdy Bayoumi,https://ieeexplore.ieee.org/abstract/document/8767125,
A Tutorial on Quantum Error Correction - Andrew M. Steane,https://www2.physics.ox.ac.uk/sites/default/files/ErrorCorrectionSteane06.pdf,
A generalization of the stabilizer formalism for simulating arbitrary quantum circuits - Theodore J. Yoder,https://www.scottaaronson.com/showcase2/report/ted-yoder.pdf,
"A photonic cluster state machine gun - Netanel H. Lindner, Terry Rudolph",https://arxiv.org/abs/0810.2587,
"A quantum walk control plane for distributed quantum computing in quantum networks - Matheus Guedes de Andrade, Wenhan Dai, Saikat Guha, Don Towsley",https://arxiv.org/abs/2106.09839,
"Active learning of quantum system Hamiltonians yields query advantage - Arkopal Dutt, et.al",https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.5.033060,
Advances in Silicon Quantum Photonics - Jeremy C. Adcock; Jueming Bao; Yulin Chi; Xiaojiong Chen; Davide Bacco; Qihuang,https://ieeexplore.ieee.org/document/9205209/authors#authors,
"Advances in Quantum Cryptography - S. Pirandola, et.al",https://arxiv.org/pdf/1906.01645.pdf,
"All-photonic quantum repeaters - Koji Azuma, Kiyoshi Tamaki & Hoi-Kwong Lo",https://arxiv.org/abs/1309.7207,
"An Algebraic Language for Distributed Quantum Computing - Mingsheng Ying, Yuan Feng",https://ieeexplore.ieee.org/document/4745631,
"An Architecture for Meeting Quality-of-Service Requirements in Multi-User Quantum Networks - Matthew Skrzypczyk, Stephanie Wehner",https://arxiv.org/abs/2111.13124,
An energy efficient multipliers using reversible gates,https://www.researchgate.net/publication/347857423_An_energy_efficient_multipliers_using_reversible_gates,
An introduction to measurement based quantum computation - Richard Jozsa,https://arxiv.org/abs/quant-ph/0508124,
"Anti-Hong-Ou-Mandel effect with entangled photons - Anton N. Vetlugin, Ruixiang Guo, Cesare Soci, Nikolay I. Zheludev",https://arxiv.org/abs/2105.05444,
Assembly and coherent control of a register of nuclear spin qubits,https://arxiv.org/abs/2108.04790,
"Automated distribution of quantum circuits via hypergraph partitioning - Pablo Andrés-Martínez, Chris Heunen",https://arxiv.org/abs/1811.10972,
"Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer - J. Eli Bourassa, Rafael N. Alexander, Michael Vasmer, Ashlesha Patil, ...",https://arxiv.org/abs/2010.02905,
"Bootstrap Embedding on a Quantum Computer -Yuan Liu, et.al.",https://arxiv.org/pdf/2301.01457.pdf,
"Channel Waveguides in Lithium Niobate and Lithium Tantalate- Yi Lu, Benjamin Johnston, Peter Dekker, Michael J Withford, Judith M Dawes",https://pubmed.ncbi.nlm.nih.gov/32867367/,
"Classical, quantum and total correlations - L Henderson and V Vedral",https://iopscience.iop.org/article/10.1088/0305-4470/34/35/315,
"Coherent shuttle of electron-spin states - T. Fujita, T. A. Baart, C. Reichl, W. Wegscheider, L. M. K. Vandersype",https://arxiv.org/abs/1701.00815,
"Commercial applications of quantum computing - Francesco Bova, Avi Goldfarb, Roger G. Melko",https://epjquantumtechnology.springeropen.com/articles/10.1140/epjqt/s40507-021-00091-1,
"Comparing coherent and incoherent models for quantum homogenization - Anna Beever, Maria Violaris, Chiara Marletto, and Vlatko Vedral",https://arxiv.org/pdf/2309.15741.pdf,
"Conservation Laws Reveal the Quantumness of Gravity - Tianfeng Feng, Chiara Marletto, Vlatko Vedral",https://arxiv.org/abs/2311.08971,
"Constructor Theory of Information - David Deutsch, Chiara Marletto",https://arxiv.org/abs/1405.5563,
Constructor Theory of Life - Chiara Marletto,https://arxiv.org/abs/1407.0681,
Constructor Theory of Probability,https://arxiv.org/abs/1507.03287,
Constructor Theory of Thermodynamics - Chiara Marletto,https://arxiv.org/abs/1608.02625,
Continued Fractions and Probability Estimations in Shor’s Algorithm: A Detailed and Self-Contained Treatise -Johanna Barzen and Frank Leymann,https://arxiv.org/abs/2205.01925,
Deep Learning with Coherent Nanophotonic Circuits - Yichen Shen,https://arxiv.org/pdf/1610.02365.pdf,
"Designing a Quantum Network Protocol - Wojciech Kozlowski, Axel Dahlberg, Stephanie Wehner",https://arxiv.org/abs/2010.02575,
"Discrete simulation of quantum walks - Madita Willsch, Dennis Willsch, Kristel Michielsen, and Hans De Raedt",https://www.frontiersin.org/articles/10.3389/fphy.2020.00145/full,
"Disentangling Hype from Practicality: On Realistically Achieving Quantum Advantage - Torsten Hoefler, Thomas Haner and Matthias Troyer",https://arxiv.org/pdf/2307.00523.pdf,
"Distribution of entanglement in large-scale quantum networks - S Perseguers, G J Lapeyre Jr, D Cavalcanti, M Lewenstein and A Acin",https://iopscience.iop.org/article/10.1088/0034-4885/76/9/096001/pdf,
"Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing - M. Cerezo et. al.",https://arxiv.org/pdf/2312.09121.pdf,
"Efficient parametric frequency conversion in lithium niobate nanophotonic chips - Jia-yang Chen, Yong Meng Sua, Zhao-hui Ma, Chao Tang, Zhan Li, Yu-ping Huang",https://arxiv.org/abs/1903.08722,
"Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate - Jawaher Almutlaq, et. al.",https://arxiv.org/pdf/2310.19895.pdf,
"Elementary gates for quantum computation - Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, ...",https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457?cm_mc_uid=43781767191014577577895&cm_mc_sid_50200000=1460741020,
Energy-Efficient Superconducting Computing—Power Budgets and Requirements,https://ieeexplore.ieee.org/abstract/document/6449287,
"Error Correcting Codes in Quantum Theory, Andrew Steane",https://users.physics.ox.ac.uk/~Steane/pubs/Steane_PRL95.pdf,
Energy-Efficient Superconducting Computing—Power Budgets and Requirements,https://ieeexplore.ieee.org/abstract/document/6449287,
Energy & Information - Myron Tribus and Edward C. McIrvine,https://www.jstor.org/stable/24923125?saml_data=eyJzYW1sVG9rZW4iOiIzYThiNDZlMi1iZGVhLTRlMGQtOGExOC03YzQ2ZDZkNzQyNWQiLCJpbnN0aXR1dGlvbklkcyI6WyJiN2JlMjYxZS1hOWVhLTRiZGYtOWVjNS00ZWVkN2NhNTI5NzIiXX0#metadata_info_tab_contents,
"Entanglement in Many-Body Systems - Luigi Amico, Rosario Fazio, Vlatko Vedral",https://arxiv.org/pdf/quant-ph/0703044.pdf,
"Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of Noisy Quantum Signal Processing - Andrew K. Tan, Yuan Liu, Minh C. Tran, Isaac L. Chuang",https://arxiv.org/pdf/2301.08542.pdf,
Establishing the quantum supremacy frontier with a 281 Pflop/s simulation,https://iopscience.iop.org/article/10.1088/2058-9565/ab7eeb/pdf?casa_token=fqUuMeRiHW8AAAAA:-qCFEf4B8q71vIHgiBtzWC_CMtpzILLTB5PaGoVOSn-EugRt6crwFnEY65HH3AwY_zVOkq2gmQ,
"Experimental demonstration of memory-enhanced quantum communication - Mihir K. Bhaskar, Ralf Riedinger, Bartholomeus Machielse, David S. Levonian,...",https://arxiv.org/abs/1909.01323,
"Experimental Estimation of Quantum State Properties from Classical Shadows - G.I. Struchalin, Ya.A. Zagorovskii, E.V. Kovlakov, S.S.Straupe, S.P. Kulik",https://arxiv.org/abs/2008.05234,
"Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits - Ming Gong, Xiao Yuan, Shiyu Wang, Yulin Wu, ...",https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&ved=2ahUKEwiH6f7Sk8n5AhW6S0EAHYpcCL0QFnoECAsQAQ&url=https%3A%2F%2Fora.ox.ac.uk%2Fobjects%2Fuuid%3A5b2e5204-7746-4569-807e-77654a77313a%2Ffiles%2Fs0v838175c&usg=AOvVaw3l2-7GFf0m6Fw14IpYljjx,
"Experimental violation of Bell inequalities for multi-dimensional systems - Hsin-Pin Lo1, Che-Ming Li2, AtsushiYabushita1, Yueh-NanChen3, Chih-Wei Luo1 & Takayoshi Kobayashi",https://www.nature.com/articles/srep22088,
"Exponential speedups for quantum walks in random hierarchical graphs - Shankar Balasubramanian, Tongyang Li, and Aram Harrow",https://arxiv.org/abs/2307.15062,
"Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by Classical Error-Correcting Codes - Ching-Yi Lai, Yi-Cong Zheng, and Todd A. Brun",https://arxiv.org/abs/1605.05647,
"Field-Deployable Quantum Memory for Quantum Networking - Yang Wang, Alexander N. Craddock, Rourke Sekelsky, Mael Flament, and Mehdi Namazi",https://journals.aps.org/prapplied/abstract/10.1103/PhysRevApplied.18.044058,
Field-linked resonances of polar molecules,https://www.nature.com/articles/s41586-022-05651-8,
"Five open problems in theory of quantum information - Paweł Horodecki, Łukasz Rudnicki, Karol Życzkowski",https://arxiv.org/abs/2002.03233,
"Foundations for Near-Term Quantum Natural Language Processing - Bob Coecke, Giovanni de Felice, Konstantinos Meichanetzidis, Alexis Toumi",https://arxiv.org/abs/2012.03755,
Fundamental Principle of Information-to-Energy Conversion - Antonio Alfonso-Faus,https://arxiv.org/abs/1401.6052,
"Fusion-based quantum computation - Sara Bartolucci, Patrick Birchall, Hector Bombin, Hugo Cable, Chris Dawson, Mercedes Gimeno-Segovia, Eric Johnston, ...",https://arxiv.org/abs/2101.09310,
"Gate Set Tomography - Erik Nielsen, John King Gamble, Kenneth Rudinger, Travis Scholten, Kevin Young1, and Robin Blume-Kohout",https://arxiv.org/abs/2009.07301,
"Generalized GHZ States and Distributed Quantum - Anocha Yimsiriwattana, Samuel J. Lomonaco Jr",https://arxiv.org/abs/quant-ph/0402148,
"Generation of broadband correlated photon-pairs in short thin-film lithium-niobate waveguides - Bradley S. Elkus, et. al",https://opg.optica.org/directpdfaccess/02ed958b-dc38-449c-b5d94c4360c660b2_424684/oe-27-26-38521.pdf?da=1&id=424684&seq=0&mobile=no,
"High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides - Jie Zhao, Chaoxuan Ma, Michael Rüsing, and Shayan Mookherjea",https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.163603,
"How many qubits are needed for quantum computational supremacy? - Alexander M. Dalzell1, Aram W. Harrow, Dax Enshan Koh, and Rolando L. La Placa",https://quantum-journal.org/papers/q-2020-05-11-264/,
"Implementation of multidimensional quantum walks using linear optics and classical light - Sandeep K. Goyal, Filippus S. Roux, Andrew Forbes, and Thomas Konrad",https://journals.aps.org/pra/abstract/10.1103/PhysRevA.92.040302,
"Implementing Post-quantum Cryptography for Developers - Julius Hekkala, Kimmo Halunen and Visa Vallivaara",https://www.scitepress.org/Papers/2022/107862/107862.pdf,
"Implementing the quantum random walk - B. C. Travaglione, G. J. Milburn",https://arxiv.org/abs/quant-ph/0109076,
"Interference in Quantum Field Theory: Detecting Ghosts with Phases - Chiara Marletto, Vlatko Vedral",https://onlinelibrary.wiley.com/doi/full/10.1002/andp.202200530,
Is quantum computing green? An estimate for an energy-efficiency quantum advantage - Daniel Jaschke and Simone Montangero,https://arxiv.org/pdf/2205.12092.pdf,
"lambeq: An Efficient High-Level Python Library for Quantum NLP - Dimitri Kartsaklis, Ian Fan, Richie Yeung, Anna Pearson, Robin Lorenz,...",https://arxiv.org/abs/2110.04236,
"Large-scale optical characterization of solid-state quantum emitters - Madison Sutula, et. al.",https://arxiv.org/pdf/2210.13643.pdf,
"Linear growth of quantum circuit complexity, by Jonas Haferkamp, Philippe Faist , Naga B. T. Kothakonda, Jens Eisert, and Nicole Yunger Halpern.",https://www.nature.com/articles/s41567-022-01539-6,
Locality in the Schrodinger Picture of Quantum Mechanics - Vlatko Vedral,https://arxiv.org/pdf/2312.04701.pdf,
"Memory cost of quantum protocols - Alessandro Bisio, Giacomo Mauro D’Ariano, and Paolo Perinott",https://www.researchgate.net/publication/51965796_Memory_cost_of_quantum_protocols,
"Microwave Quantum Memristors - X.-Y. Qiu, S. Kumar, F. A. Cárdenas-López, G. Alvarado Barrios, E. Solano, F.Albarrán-Arriagada",https://arxiv.org/abs/2311.06925,
Mitigating the quantum hype - Olivier Ezratty,https://arxiv.org/abs/2202.01925,
"Mitiq: A software package for error mitigation on noisy quantum computers - Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J. Karalekas, Andre A. Alves, ...",https://arxiv.org/abs/2009.04417,
"Multi-state quantum simulations via model-space quantum imaginary time evolution - Takashi Tsuchimochi, Yoohee Ryo, Siu Chung Tsang, Seiichiro L. Ten-no",https://arxiv.org/abs/2206.04494,
"Multiple Particle Interference and Quantum Error Correction, Andrew Steane",https://arxiv.org/abs/quant-ph/9601029,
Multiple Particle Interference and Quantum Error Correction - Andrew Steane,https://arxiv.org/abs/quant-ph/9601029Multiplexed quantum repeaters,
"Multiplexed quantum repeaters based on dual-species trapped-ion systems - Prajit Dhara, Norbert M. Linke, Edo Waks, Saikat Guha, Kaushik P. Seshadreesan",https://arxiv.org/abs/2105.06707,
"NetSquid, a NETwork Simulator for QUantum Information using Discrete events - Tim Coopmans, Robert Knegjens, Axel Dahlberg, David Maier, Loek Nijsten, ...",https://arxiv.org/abs/2010.12535,
"Noisy dynamical systems evolve error correcting codes and modularity - Trevor McCourt, Ila R. Fiete, and Isaac L. Chuang",https://arxiv.org/pdf/2303.14448.pdf,
"Observable Thermalization: Theory, Numerical and Analytical Evidence - Lodovico Scarpa, Fabio Anza,Vlatko Vedral",https://arxiv.org/pdf/2309.15173.pdf,
"On the CNOT-cost of TOFFOLI gates - Vivek V. Shende, Igor L. Markov",https://dl.acm.org/doi/10.5555/2011791.2011799,
"One-Dimensional Quantum Walks - Andris Ambainis, Eric Bach, Ashwin Nayak, Ashvin Vishwanath, John Watrous",https://dl.acm.org/doi/10.1145/380752.380757,
"Optimal architectures for long distance quantum communication - Sreraman Muralidharan, Linshu Li, Jungsang Kim, Norbert Lütkenhaus, Mikhail D. Lukin & Liang Jiang",https://www.nature.com/articles/srep20463,
"Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction - Daniel Fry, Amol Deshmukh, Samuel Yen-Chi Chen, Vladimir Rastunkov, Vanio Markov",https://arxiv.org/abs/2303.05488,
"Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer via parity detection - Dong Li, Bryan T. Gard, Yang Gao3, Chun-Hua Yuan1, Weiping Zhang1, Hwang Lee, Jonathan P. Dowling",https://arxiv.org/abs/1603.09019,
"Photonic resource state generation from a minimal number of quantum emitters - Bikun Li, Sophia E. Economou, and Edwin Barnes",https://www.nature.com/articles/s41534-022-00522-6,
Position paper: Green Networking Metrics - draft-cx-green-metrics,https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Clemm-Dong-Mirsky-Ciavaglia-Tantsura-Odini_Green-Networking-Metrics.pdf,
"Power of sequential protocols in hidden quantum channel discrimination - Sho Sugiura, et.al",https://arxiv.org/pdf/2304.02053.pdf,
"Practical Benchmarking of Randomized Measurement Methods for Quantum Chemistry Hamiltonians - Arkopal Dutt, et.al",https://arxiv.org/pdf/2312.07497.pdf,
"Practical randomness and privacy amplification - Cameron Foreman, Sherilyn Wright, Alec Edgington, Mario Berta, Florian J. Curchod",https://arxiv.org/abs/2009.06551,
"Predicting Many Properties of a Quantum System from Very Few Measurements - Hsin-Yuan Huang, Richard Kueng, John Preskill",https://arxiv.org/abs/2002.08953,
"Programmable Heisenberg interactions between Floquet qubits - Long B. Nguyen, Yosep Kim, Akel Hashim, Noah Goss, Brian Marinelli, ...",https://arxiv.org/abs/2211.10383,
"Proposal for room-temperature quantum repeaters with nitrogen-vacancy centers and optomechanics - Jia-Wei Ji, Yu-Feng Wu, Stephen C. Wein, ...",https://arxiv.org/abs/2012.06687,
"Protocols for creating and distilling multipartite GHZ states with Bell pairs - Sébastian de Bone, Runsheng Ouyang, Kenneth Goodenough, David Elkouss",https://arxiv.org/abs/2010.12259,
"Quantum algorithm for linear systems of equations - Aram W. Harrow, Avinatan Hassidim, and Seth Lloyd",https://arxiv.org/pdf/0811.3171.pdf,
"Quantum Computational Supremacy - Aram W. Harrow, Ashley Montanaro",https://arxiv.org/pdf/1809.07442.pdf,
"Quantum computing at the frontiers of biological sciences - Prashant S. Emani, et. al.",https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8254820/,
"Quantum Data Center: Theories and Applications - Junyu Liu, Connor T. Hann, and Liang Jiang1",https://arxiv.org/abs/2207.14336,
"Quantum Internet Protocol Stack a Comprehensive Survey - Jessica Illiano, Marcello Caleffi, Antonio Manzalini, Angela Sara Cacciapuoti",https://arxiv.org/abs/2202.10894,
Quantum Particles and Classical Particles - Nathan Rosen,https://link.springer.com/article/10.1007/BF00735376,
"Quantum principal component analysis - Seth Lloyd, Masoud Mohseni and Patrick Rebentrost",https://www.nature.com/articles/nphys3029#Sec2,
Quantum simulator enables first microscopic observation of charge carriers pairing,https://www.mpq.mpg.de/6803661/01-magnetic-pairing,
Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model - Reinhard F. Werner,https://journals.aps.org/pra/pdf/10.1103/PhysRevA.40.4277,
Quantum Support Vector Machine for Big Data Classification,https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.113.130503,
"Quantum supremacy using a programmable superconducting processor - Frank Arute1, Kunal Arya1, Ryan Babbush1, Dave Bacon",https://www.nature.com/articles/s41586-019-1666-5,
"Quantum Switch for the Quantum Internet: Noiseless Communications through Noisy Channels - Marcello Caleffi, Angela Sara Cacciapuoti",https://arxiv.org/abs/1907.07432,
"Quantum advantage in learning from experiments - Hsin-Yuan Huang, Michael Broughton, Jordan Cotler, Sitan Chen, Jerry Li, ...",https://arxiv.org/abs/2112.00778,
Quantum communications and cryptography - Alexander V. Sergienko,https://people.bu.edu/alexserg/Impression_Book.pdf,
"Quantum computational advantage using photons - Han-Sen Zhong, Hui Wang, Yu-Hao Deng, Ming-Cheng Chen, Li-Chao Peng, Yi-Han Luo, Jian Qin, ...",https://www.science.org/doi/10.1126/science.abe8770,
"Quantum computational advantage with a programmable photonic processor - Lars S. Madsen, Fabian Laudenbach, Mohsen Falamarzi. Askarani, ...",https://www.nature.com/articles/s41586-022-04725-x,
"Quantum computing with photons - introduction to the circuit model, the one way quantum computer, and the fundamental principles of photonic experiments",https://iopscience.iop.org/article/10.1088/0953-4075/48/8/083001,
Quantum Computing - Andrew Steane,https://arxiv.org/abs/quant-ph/9708022,
"Quantum information processing with bosonic qubits in circuit QED - Atharv Joshi, Kyungjoo Noh, and Yvonne Y Gao",https://iopscience.iop.org/article/10.1088/2058-9565/abe989/pdf,
"Quantum mechanics with real numbers: entanglement, superselection rules and gauges - Vlatko Vedral",https://arxiv.org/pdf/2308.05473.pdf,
Quantum Optical Neural Networks (Patent Application),https://patentimages.storage.googleapis.com/fa/61/94/ec20dc003a6517/US20200372334A1.pdf,
"Quantum readout error mitigation via deep learning - Jihye Kim, Byungdu Oh, Yonuk Chong, Euyheon Hwang, and Daniel K Park",https://iopscience.iop.org/article/10.1088/1367-2630/ac7b3d,
Quantum walks a comprehensive review - Salvador E. Venegas-Andraca,https://arxiv.org/abs/1201.4780,
"Quantum-Enhanced Data Classification with a Variational Entangled Sensor Network - Yi Xia, Wei Li, Quntao Zhuang, Zheshen Zhang",https://arxiv.org/abs/2006.11962,
"Quantum Long Short-Term Memory - Samuel Yen-Chi Chen, Shinjae Yoo, Yao-Lung L. Fang",https://arxiv.org/abs/2009.01783,
"Rate limits in quantum networks with lossy repeaters - Riccardo Laurenza, Nathan Walk, Jens Eisert and Stefao Pirandola",https://arxiv.org/pdf/2110.10168.pdf,
Real-time quantum error correction beyond break-even,https://arxiv.org/abs/2211.09116,
"Realization of Real-Time Fault-Tolerant Quantum Error Correction - C. Ryan-Anderson, J. G. Bohnet, K. Lee, D. Gresh, A. Hankin, J. P. Gaebler, Francois, A. Chernoguzov, ...",https://journals.aps.org/prx/abstract/10.1103/PhysRevX.11.041058,
"Reducing Green House Gas Emissions With Congestion Control - Michael Welzl, Ozgu Alay, Peyman Teymoori, Safiqul Islam",https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Welzel-Alay-Teymoori-Islam_Reducing-Green-House-Gas-Emissions-With-Congestion-Control-v2.pdf,
"Request_Scheduling_in_Quantum_Networks - C. Cicconetti, M. Conti, and A. Passarella",https://www.researchgate.net/publication/352621787_Request_Scheduling_in_Quantum_Networks,
"Room temperature quantum key distribution characteristics of low‑noise InGaAs/InP single‑photon avalanche diode - Soo‑Hyun Baek, Seung‑Chul Yang1, Chan‑Yong Park",https://link.springer.com/article/10.1007/s40042-021-00111-4,
Rearrangement of single atoms in a 2000-site optical tweezers array at cryogenic temperatures,https://arxiv.org/pdf/2405.19503,
"Resource savings from fault-tolerant circuit design - Andrew K. Tan, Isaac L. Chuang",https://arxiv.org/pdf/2311.02132.pdf,
"Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing - David Barral, et. al.",https://arxiv.org/abs/2404.01265,
"Scaling silicon-based quantum computing using CMOS technology - M. F. Gonzalez-Zalba, S. de Franceschi, E. Charbon, T. Meunier, M. Vinet, A. S. Dzurak",https://arxiv.org/abs/2011.11753,
"Scheme for reducing decoherence in quantum computer memory, Peter W. Shor",https://www.cs.miami.edu/home/burt/learning/Csc670.052/pR2493_1.pdf,
"SeQUeNCe a customizable discrete-event simulator of quantum networks - Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin,, Tian Zhong, ...",https://arxiv.org/abs/2009.12000,
"Simple Proof of Security of the BB84 Quantum Key Distribution Protocol -Peter W. Shor, John Preskill",https://arxiv.org/abs/quant-ph/0003004,
"Single-shot Quantum Signal Processing Interferometry - Jasmine Sinanan-Singh, Gabriel L. Mintzer, Isaac L. Chuang, and Yuan Liu",https://arxiv.org/pdf/2311.13703.pdf,
"Solid-state single-photon emitters - Igor Aharonovich, Dirk Englund and Milos Toth",http://ciqm.harvard.edu/uploads/2/3/3/4/23349210/aharanovich_2016.pdf,
"Solitons near avoided mode crossings in χ(2) nanowaveguides - William R. Rowe, Andrey V. Gorbach, Dmitry V. Skryabin",https://arxiv.org/abs/2108.08563,
Stabilizer Codes and Quantum Error Correction -Thesis by Daniel Gottesman,https://arxiv.org/abs/quant-ph/9705052,
Stim: a fast stabilizer circuit simulator -Craig Gidney,https://arxiv.org/abs/2103.02202v3,
Substituting Quantum Entanglement for Communication - Richard Cleve and Harry Buhrman,https://arxiv.org/pdf/quant-ph/9704026,
"Subsystem codes with high thresholds by gauge fixing and reduced qubit overhead - Oscar Higgott, Nikolas P. Breuckmann",https://arxiv.org/abs/2010.09626,
"Supervised learning with quantum enhanced feature spaces - Vojtech Havlicek, et.al",https://arxiv.org/pdf/1804.11326.pdf,
"Surface codes: Towards practical large-scale quantum computation - Austin G. Fowler, Matteo Mariantoni, John M. Martinis and Andrew N. Cleland",https://arxiv.org/abs/1208.0928,
"Symmetry-invariant quantum machine learning force fields - Isabel Nha Minh Le, Oriel Kiss, Julian Schuhmacher, Ivano Tavernelli, Francesco Tacchino",https://arxiv.org/abs/2311.11362,
"Teleportation of entanglement over 143 km - Thomas Herbst, Thomas Scheidl, Matthias Fink, Johannes Handsteiner, Bernhard Wittmann, Rupert Ursin, Anton Zeilinger",https://arxiv.org/abs/1403.0009,
"The Computational and Latency Advantage of Quantum Communication Networks - Roberto Ferrara, Riccardo Bassoli, Christian Deppe, Frank H.P. Fitzek and Holger Boche",https://arxiv.org/pdf/2106.03360.pdf,
The Everything-Is-a-Quantum-Wave Interpretation of Quantum Physics - Vlatko Vedral,https://www.mdpi.com/2624-960X/5/2/31,
The Physical Implementation of Quantum Computation,https://arxiv.org/abs/quant-ph/0002077,
"The SWAP test and the Hong-Ou-Mandel effect are equivalent - Juan Carlos Garcia-Escartin, Pedro Chamorro-Posada",https://arxiv.org/abs/1303.6814,
"The Toric Code, Paul Herringer",https://www.physics.rutgers.edu/grad/602/Lectures/JC_Presentations/0419/Intro_Toric_Code.pdf,
"The Future of Quantum Computing with Superconducting Qubits - Sergey Bravyi, Oliver Dial, Jay M. Gambetta, Dar ́ıo Gil, and Zaira Nazario1",https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/The-future-of-quantum-computing-with?gad_source=1&gclid=CjwKCAjwzN-,
The information-theoretic foundation of thermodynamic work extraction - Chiara Marletto,https://arxiv.org/abs/2009.04588,
"The role of quantum information in thermodynamics ~ a topical review - John Goold, Marcus Huber, Arnau Riera, L´ıdia del Rio, and Paul Skrzypczyk",https://arxiv.org/abs/1505.07835,
"The_Virtual_Quantum_Optics_Laboratory - Brian R. La Cour, Maria Maynard, Parth Shroff, Gabriel Ko, Evan Ellis",https://arxiv.org/abs/2105.07300,
"Topological quantum memory - Eric Dennis,Alexei Kitaev,Andrew Landahl,and John Preskill",https://arxiv.org/abs/quant-ph/0110143,
"Tutorial: Remote entanglement protocols for stationary qubits with photonic interfaces - Hans K.C. Beukers, et.al.",https://arxiv.org/pdf/2310.19878.pdf,
"Paving the Way towards 800 Gbps Quantum-Secured Optical Channel Deployment - Farzam Toudeh-Fallah, Marco Pistoia, Yasushi Kawakura,...",https://arxiv.org/abs/2202.07764,
"Transitioning organizations to post-quantum cryptography - David Joseph1, Rafael Misoczki2, Marc Manzano1, Joe Tricot1, Fernando Dominguez, ...",https://www.nature.com/articles/s41586-022-04623-2,
"Two-photon interference the Hong-Ou-Mandel effect - FrédÉric Bouchard, Alicia Sit, Yingwen Zhang, Robert Fickler, Filippo M. Miatto,...",https://arxiv.org/abs/2006.09335,
"Universal and operational benchmarking of quantum memories - Xiao Yuan, Yunchao Liu, Qi Zhao, Bartosz Regula, Jayne Thompson and Mile Gu",https://bartoszregula.me/pdf/s41534-021-00444-9.pdf,
Why Philosophers Should Care About Computational Complexity - Scott Aaronson,https://arxiv.org/abs/1108.1791,
lambeq: An Efficient High-Level Python Library for Quantum NLP,https://arxiv.org/abs/2110.04236,
A Preprocessing Perspective for Quantum Machine Learning Classification Advantage in Finance Using NISQ Algorithms,https://www.mdpi.com/1099-4300/24/11/1656,Quantum Protocol Design
An Algebraic Language for Distributed Quantum Computing,https://ieeexplore.ieee.org/document/4745631,Quantum Protocol Design
Designing a Quantum Network Protocol,https://arxiv.org/abs/2010.02575,Quantum Protocol Design
Practical randomness and privacy amplification,https://arxiv.org/abs/2009.06551,Quantum Protocol Design
Protocols for creating and distilling multipartite GHZ states with Bell pairs,https://arxiv.org/abs/2010.12259,Quantum Protocol Design
Simple Proof of Security of the BB84 Quantum Key Distribution Protocol,https://arxiv.org/abs/quant-ph/0003004,Quantum Protocol Design
A Grand Unification of Quantum Algorithms,https://arxiv.org/abs/2105.02859,Quantum Algorithms
Bootstrap Embedding on a Quantum Computer,https://arxiv.org/pdf/2301.01457.pdf,Quantum Algorithms
Continued Fractions and Probability Estimations in Shor's Algorithm: A Detailed and Self-Contained Treatise,https://arxiv.org/abs/2205.01925,Quantum Algorithms
Deep Learning with Coherent Nanophotonic Circuits,https://arxiv.org/pdf/1610.02365.pdf,Quantum Algorithms
Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of Noisy Quantum Signal Processing,https://arxiv.org/pdf/2301.08542.pdf,Quantum Algorithms
Exponential speedups for quantum walks in random hierarchical graphs,https://arxiv.org/abs/2307.15062,Quantum Algorithms
How many qubits are needed for quantum computational supremacy?,https://quantum-journal.org/papers/q-2020-05-11-264/,Quantum Algorithms
Linear growth of quantum circuit complexity,https://www.nature.com/articles/s41567-022-01539-6,Quantum Algorithms
One-Dimensional Quantum Walks,https://dl.acm.org/doi/10.1145/380752.380757,Quantum Algorithms
"Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer via parity detection",https://arxiv.org/abs/1603.09019,Quantum Algorithms
Power of sequential protocols in hidden quantum channel discrimination,https://arxiv.org/pdf/2304.02053.pdf,Quantum Algorithms
Quantum algorithm for linear systems of equations,https://arxiv.org/pdf/0811.3171.pdf,Quantum Algorithms
Quantum principal component analysis,https://www.nature.com/articles/nphys3029#Sec2,Quantum Algorithms
Quantum Support Vector Machine for Big Data Classification,https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.113.130503,Quantum Algorithms
Quantum walks a comprehensive review,https://arxiv.org/abs/1201.4780,Quantum Algorithms
Quantum Internet Protocol Stack a Comprehensive Survey,https://arxiv.org/abs/2202.10894,The Quantum Internet
Quantum Switch for the Quantum Internet: Noiseless Communications through Noisy Channels,https://arxiv.org/abs/1907.07432,The Quantum Internet
Rate limits in quantum networks with lossy repeaters,https://arxiv.org/pdf/2110.10168.pdf,The Quantum Internet
Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing,https://arxiv.org/abs/2404.01265,The Quantum Internet
SeQUeNCe a customizable discrete-event simulator of quantum networks,https://arxiv.org/abs/2009.12000,The Quantum Internet
The Computational and Latency Advantage of Quantum Communication Networks,https://arxiv.org/pdf/2106.03360.pdf,The Quantum Internet
Advances in Silicon Quantum Photonics,https://ieeexplore.ieee.org/document/9205209/authors#authors,Silicon Based Technologies
Channel Waveguides in Lithium Niobate and Lithium Tantalate,https://pubmed.ncbi.nlm.nih.gov/32867367/,Silicon Based Technologies
Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate,https://arxiv.org/pdf/2310.19895.pdf,Silicon Based Technologies
Generation of broadband correlated photon-pairs in short thin-film lithium-niobate waveguides,https://opg.optica.org/directpdfaccess/02ed958b-dc38-449c-b5d94c4360c660b2_424684/oe-27-26-38521.pdf?da=1&id=424684&seq=0&mobile=no,Silicon Based Technologies
High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides,https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.163603,Silicon Based Technologies
Scaling silicon-based quantum computing using CMOS technology,https://arxiv.org/abs/2011.11753,Silicon Based Technologies
Solitons near avoided mode crossings in χ(2) nanowaveguides,https://arxiv.org/abs/2108.08563,Silicon Based Technologies
Assembly and coherent control of a register of nuclear spin qubits,https://arxiv.org/abs/2108.04790,Ion Traps
Field-linked resonances of polar molecules,https://www.nature.com/articles/s41586-022-05651-8,Ion Traps
Large-scale optical characterization of solid-state quantum emitters,https://arxiv.org/pdf/2210.13643.pdf,Ion Traps
Programmable Heisenberg interactions between Floquet qubits,https://arxiv.org/abs/2211.10383,Ion Traps
Quantum simulator enables first microscopic observation of charge carriers pairing,https://www.mpq.mpg.de/6803661/01-magnetic-pairing,Ion Traps
Rearrangement of single atoms in a 2000-site optical tweezers array at cryogenic temperatures,https://arxiv.org/pdf/2405.19503,Ion Traps
Anti-Hong-Ou-Mandel effect with entangled photons,https://arxiv.org/abs/2105.05444,The Hong-Ou-Mandel Effect
The SWAP test and the Hong-Ou-Mandel effect are equivalent,https://arxiv.org/abs/1303.6814,The Hong-Ou-Mandel Effect
Two-photon interference the Hong-Ou-Mandel effect,https://arxiv.org/abs/2006.09335,The Hong-Ou-Mandel Effect
A generalization of the stabilizer formalism for simulating arbitrary quantum circuits,https://www.scottaaronson.com/showcase2/report/ted-yoder.pdf,Quantum Circuits
Automated distribution of quantum circuits via hypergraph partitioning,https://arxiv.org/abs/1811.10972,Quantum Circuits
Elementary gates for quantum computation,https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457,Quantum Circuits
On the CNOT-cost of TOFFOLI gates,https://dl.acm.org/doi/10.5555/2011791.2011799,Quantum Circuits
Stim: a fast stabilizer circuit simulator,https://arxiv.org/abs/2103.02202v3,Quantum Circuits
An energy efficient multipliers using reversible gates,https://www.researchgate.net/publication/347857423_An_energy_efficient_multipliers_using_reversible_gates,Programmable Quantum Gates
Energy-Efficient Superconducting Computing—Power Budgets and Requirements,https://ieeexplore.ieee.org/abstract/document/6449287,Programmable Quantum Gates
Gate Set Tomography,https://arxiv.org/abs/2009.07301,Programmable Quantum Gates
Single-shot Quantum Signal Processing Interferometry,https://arxiv.org/pdf/2311.13703.pdf,Programmable Quantum Gates
A Tutorial on Quantum Error Correction,https://www2.physics.ox.ac.uk/sites/default/files/ErrorCorrectionSteane06.pdf,Quantum Error Correction
Error Correcting Codes in Quantum Theory,https://users.physics.ox.ac.uk/~Steane/pubs/Steane_PRL95.pdf,Quantum Error Correction
Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits,https://ora.ox.ac.uk/objects/uuid:5b2e5204-7746-4569-807e-77654a77313a/files/s0v838175c,Quantum Error Correction
Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by Classical Error-Correcting Codes,https://arxiv.org/abs/1605.05647,Quantum Error Correction
Multiple Particle Interference and Quantum Error Correction,https://arxiv.org/abs/quant-ph/9601029,Quantum Error Correction
Real-time quantum error correction beyond break-even,https://arxiv.org/abs/2211.09116,Quantum Error Correction
Realization of Real-Time Fault-Tolerant Quantum Error Correction,https://journals.aps.org/prx/abstract/10.1103/PhysRevX.11.041058,Quantum Error Correction
Resource savings from fault-tolerant circuit design,https://arxiv.org/pdf/2311.02132.pdf,Quantum Error Correction
Scheme for reducing decoherence in quantum computer memory,https://www.cs.miami.edu/home/burt/learning/Csc670.052/pR2493_1.pdf,Quantum Error Correction
Stabilizer Codes and Quantum Error Correction,https://arxiv.org/abs/quant-ph/9705052,Quantum Error Correction
Surface codes: Towards practical large-scale quantum computation,https://arxiv.org/abs/1208.0928,Quantum Error Correction
The Toric Code,https://www.physics.rutgers.edu/grad/602/Lectures/JC_Presentations/0419/Intro_Toric_Code.pdf,Quantum Error Correction
Mitiq: A software package for error mitigation on noisy quantum computers,https://arxiv.org/abs/2009.04417,Quantum Error Mitigation
Noisy dynamical systems evolve error correcting codes and modularity,https://arxiv.org/pdf/2303.14448.pdf,Quantum Error Mitigation
Quantum readout error mitigation via deep learning,https://iopscience.iop.org/article/10.1088/1367-2630/ac7b3d,Quantum Error Mitigation
Coherent shuttle of electron-spin states,https://arxiv.org/abs/1701.00815,Electron-spin States
Commercial applications of quantum computing,https://epjquantumtechnology.springeropen.com/articles/10.1140/epjqt/s40507-021-00091-1,Commercial and Philosophical Views
Interference in Quantum Field Theory: Detecting Ghosts with Phases,https://onlinelibrary.wiley.com/doi/full/10.1002/andp.202200530,Commercial and Philosophical Views
Locality in the Schrodinger Picture of Quantum Mechanics,https://arxiv.org/pdf/2312.04701.pdf,Commercial and Philosophical Views
"Observable Thermalization: Theory, Numerical and Analytical Evidence",https://arxiv.org/pdf/2309.15173.pdf,Commercial and Philosophical Views
"Quantum mechanics with real numbers: entanglement, superselection rules and gauges",https://arxiv.org/pdf/2308.05473.pdf,Commercial and Philosophical Views
Quantum Particles and Classical Particles,https://link.springer.com/article/10.1007/BF00735376,Commercial and Philosophical Views
The Everything-Is-a-Quantum-Wave Interpretation of Quantum Physics,https://www.mdpi.com/2624-960X/5/2/31,Commercial and Philosophical Views
Why Philosophers Should Care About Computational Complexity,https://arxiv.org/abs/1108.1791,Commercial and Philosophical Views
All-photonic quantum repeaters,https://arxiv.org/abs/1309.7207,Quantum Repeater Architectures
Multiplexed quantum repeaters based on dual-species trapped-ion systems,https://arxiv.org/abs/2105.06707,Quantum Repeater Architectures
Optimal architectures for long distance quantum communication,https://www.nature.com/articles/srep20463,Quantum Repeater Architectures
Proposal for room-temperature quantum repeaters with nitrogen-vacancy centers and optomechanics,https://arxiv.org/abs/2012.06687,Quantum Repeater Architectures
Field-Deployable Quantum Memory for Quantum Networking,https://journals.aps.org/prapplied/abstract/10.1103/PhysRevApplied.18.044058,Quantum Memories
Memory cost of quantum protocols,https://www.researchgate.net/publication/51965796_Memory_cost_of_quantum_protocols,Quantum Memories
Universal and operational benchmarking of quantum memories,https://bartoszregula.me/pdf/s41534-021-00444-9.pdf,Quantum Memories
Discrete simulation of quantum walks,https://www.frontiersin.org/articles/10.3389/fphy.2020.00145/full,Experimental Simulating Tools
Implementation of multidimensional quantum walks using linear optics and classical light,https://journals.aps.org/pra/abstract/10.1103/PhysRevA.92.040302,Experimental Simulating Tools
Implementing the quantum random walk,https://arxiv.org/abs/quant-ph/0109076,Experimental Simulating Tools
"NetSquid, a NETwork Simulator for QUantum Information using Discrete events",https://arxiv.org/abs/2010.12535,Experimental Simulating Tools
Predicting Many Properties of a Quantum System from Very Few Measurements,https://arxiv.org/abs/2002.08953,Experimental Simulating Tools
The_Virtual_Quantum_Optics_Laboratory,https://arxiv.org/abs/2105.07300,Experimental Simulating Tools
Disentangling Hype from Practicality: On Realistically Achieving Quantum Advantage,https://arxiv.org/pdf/2307.00523.pdf,Quantum Markets and Hype
Is quantum computing green? An estimate for an energy-efficiency quantum advantage,https://arxiv.org/pdf/2205.12092.pdf,Quantum Markets and Hype
Mitigating the quantum hype,https://arxiv.org/abs/2202.01925,Quantum Markets and Hype
Advantages and Bottlenecks of Quantum Machine Learning for Remote Sensing,https://arxiv.org/abs/2101.10657,Quantum Machine Learning (QML)
On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification,https://arxiv.org/abs/2109.09484,Quantum Machine Learning (QML)
Option Pricing using Quantum Computers,https://arxiv.org/abs/1905.02666,Quantum Machine Learning (QML)
Quantum advantage in learning from experiments,https://arxiv.org/abs/2112.00778,Quantum Machine Learning (QML)
Supervised learning with quantum enhanced feature spaces,https://arxiv.org/pdf/1804.11326.pdf,Quantum Machine Learning (QML)
Symmetry-invariant quantum machine learning force fields,https://arxiv.org/abs/2311.11362,Quantum Machine Learning (QML)
Constructor Theory of Information,https://arxiv.org/abs/1405.5563,Constructor Theory
Constructor Theory of Life,https://arxiv.org/abs/1407.0681,Constructor Theory
Constructor Theory of Probability,https://arxiv.org/abs/1507.03287,Constructor Theory
Constructor Theory of Thermodynamics,https://arxiv.org/abs/1608.02625,Constructor Theory
Energy & Information,https://www.jstor.org/stable/24923125,Physical Information
Fundamental Principle of Information-to-Energy Conversion,https://arxiv.org/abs/1401.6052,Physical Information
The information-theoretic foundation of thermodynamic work extraction,https://arxiv.org/abs/2009.04588,Physical Information
The role of quantum information in thermodynamics,https://arxiv.org/abs/1505.07835,Physical Information
Quantum Long Short-Term Memory,https://arxiv.org/abs/2009.01783,Quantum Neural Networks (QNNs)
Quantum Optical Neural Networks (Patent Application),https://patentimages.storage.googleapis.com/fa/61/94/ec20dc003a6517/US20200372334A1.pdf,Quantum Neural Networks (QNNs)
Quantum Computing,https://arxiv.org/abs/quant-ph/9708022,Quantum Computing Fundamentals
The Physical Implementation of Quantum Computation,https://arxiv.org/abs/quant-ph/0002077,Quantum Computing Fundamentals
Quantum computing at the frontiers of biological sciences,https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8254820/,Quantum Computing Fundamentals
The Future of Quantum Computing with Superconducting Qubits,https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/,Quantum Computing Fundamentals
"Classical, quantum and total correlations",https://iopscience.iop.org/article/10.1088/0305-4470/34/35/315,Quantum Information Theory
Five open problems in theory of quantum information,https://arxiv.org/abs/2002.03233,Quantum Information Theory
Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model,https://journals.aps.org/pra/pdf/10.1103/PhysRevA.40.4277,Quantum Information Theory
2D materials for quantum information science,https://www.nature.com/articles/s41578-019-0136-x,Quantum Hardware & Implementation
A Review of Quantum Computer Energy Efficiency,https://ieeexplore.ieee.org/abstract/document/8767125,Quantum Hardware & Implementation
Quantum Data Center: Theories and Applications,https://arxiv.org/abs/2207.14336,Quantum Hardware & Implementation
Quantum information processing with bosonic qubits in circuit QED,https://iopscience.iop.org/article/10.1088/2058-9565/abe989/pdf,Quantum Hardware & Implementation
Room temperature quantum key distribution characteristics of low‑noise InGaAs/InP single‑photon avalanche diode,https://link.springer.com/article/10.1007/s40042-021-00111-4,Quantum Hardware & Implementation
Solid-state single-photon emitters,http://ciqm.harvard.edu/uploads/2/3/3/4/23349210/aharanovich_2016.pdf,Quantum Hardware & Implementation
Quantum Computational Supremacy,https://arxiv.org/pdf/1809.07442.pdf,Quantum Supremacy & Computational Advantage
Quantum supremacy using a programmable superconducting processor,https://www.nature.com/articles/s41586-019-1666-5,Quantum Supremacy & Computational Advantage
Quantum computational advantage using photons,https://www.science.org/doi/10.1126/science.abe8770,Quantum Supremacy & Computational Advantage
Quantum computational advantage with a programmable photonic processor,https://www.nature.com/articles/s41586-022-04725-x,Quantum Supremacy & Computational Advantage
Establishing the quantum supremacy frontier with a 281 Pflop/s simulation,https://iopscience.iop.org/article/10.1088/2058-9565/ab7eeb/pdf?casa_token=fqUuMeRiHW8AAAAA:-qCFEf4B8q71vIHgiBtzWC_CMtpzILLTB5PaGoVOSn-EugRt6crwFnEY65HH3AwY_zVOkq2gmQ,Quantum Supremacy & Computational Advantage
Advances in Quantum Cryptography,https://arxiv.org/pdf/1906.01645.pdf,Quantum Communication & Cryptography
Quantum communications and cryptography,https://people.bu.edu/alexserg/Impression_Book.pdf,Quantum Communication & Cryptography
Implementing Post-quantum Cryptography for Developers,https://www.scitepress.org/Papers/2022/107862/107862.pdf,Quantum Communication & Cryptography
Paving the Way towards 800 Gbps Quantum-Secured Optical Channel Deployment,https://arxiv.org/abs/2202.07764,Quantum Communication & Cryptography
Transitioning organizations to post-quantum cryptography,https://www.nature.com/articles/s41586-022-04623-2,Quantum Communication & Cryptography
Distribution of entanglement in large-scale quantum networks,https://iopscience.iop.org/article/10.1088/0034-4885/76/9/096001/pdf,Quantum Entanglement & Teleportation
Entanglement in Many-Body Systems,https://arxiv.org/pdf/quant-ph/0703044.pdf,Quantum Entanglement & Teleportation
Generalized GHZ States and Distributed Quantum Computing,https://arxiv.org/abs/quant-ph/0402148,Quantum Entanglement & Teleportation
Substituting Quantum Entanglement for Communication,https://arxiv.org/pdf/quant-ph/9704026,Quantum Entanglement & Teleportation
Teleportation of entanglement over 143 km,https://arxiv.org/abs/1403.0009,Quantum Entanglement & Teleportation
A photonic cluster state machine gun,https://arxiv.org/abs/0810.2587,Quantum Photonics
Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer,https://arxiv.org/abs/2010.02905,Quantum Photonics
Efficient parametric frequency conversion in lithium niobate nanophotonic chips,https://arxiv.org/abs/1903.08722,Quantum Photonics
Experimental demonstration of memory-enhanced quantum communication,https://arxiv.org/abs/1909.01323,Quantum Photonics
Fusion-based quantum computation,https://arxiv.org/abs/2101.09310,Quantum Photonics
Photonic resource state generation from a minimal number of quantum emitters,https://www.nature.com/articles/s41534-022-00522-6,Quantum Photonics
"Quantum computing with photons - introduction to the circuit model, the one way quantum computer, and the fundamental principles of photonic experiments",https://iopscience.iop.org/article/10.1088/0953-4075/48/8/083001,Quantum Photonics
Foundations for Near-Term Quantum Natural Language Processing,https://arxiv.org/abs/2012.03755,Natural Language Processing & Quantum Computing
lambeq: An Efficient High-Level Python Library for Quantum NLP,https://arxiv.org/abs/2110.04236,Natural Language Processing & Quantum Computing
Active learning of quantum system Hamiltonians yields query advantage,https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.5.033060,Measurement & State Estimation
Experimental Estimation of Quantum State Properties from Classical Shadows,https://arxiv.org/abs/2008.05234,Measurement & State Estimation
Experimental violation of Bell inequalities for multi-dimensional systems,https://www.nature.com/articles/srep22088,Measurement & State Estimation
Practical Benchmarking of Randomized Measurement Methods for Quantum Chemistry Hamiltonians,https://arxiv.org/pdf/2312.07497.pdf,Measurement & State Estimation
Quantum-Enhanced Data Classification with a Variational Entangled Sensor Network,https://arxiv.org/abs/2006.11962,Quantum Enhanced Sensing & Detection
Multi-state quantum simulations via model-space quantum imaginary time evolution,https://arxiv.org/abs/2206.04494,Quantum Computing Applications
Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction,https://arxiv.org/abs/2303.05488,Quantum Computing Applications
Green Networking Metrics,https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Clemm-Dong-Mirsky-Ciavaglia-Tantsura-Odini_Green-Networking-Metrics.pdf,Energy & Sustainability in Quantum Computing
Reducing Green House Gas Emissions With Congestion Control,https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Welzel-Alay-Teymoori-Islam_Reducing-Green-House-Gas-Emissions-With-Congestion-Control-v2.pdf,Energy & Sustainability in Quantum Computing
Microwave Quantum Memristors,https://arxiv.org/abs/2311.06925,Novel Quantum Devices


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FILE: data/outputs/sbert_model/1_Pooling/config.json
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{
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FILE: data/outputs/sbert_model/README.md
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---
language: en
license: apache-2.0
library_name: sentence-transformers
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
datasets:
- s2orc
- flax-sentence-embeddings/stackexchange_xml
- ms_marco
- gooaq
- yahoo_answers_topics
- code_search_net
- search_qa
- eli5
- snli
- multi_nli
- wikihow
- natural_questions
- trivia_qa
- embedding-data/sentence-compression
- embedding-data/flickr30k-captions
- embedding-data/altlex
- embedding-data/simple-wiki
- embedding-data/QQP
- embedding-data/SPECTER
- embedding-data/PAQ_pairs
- embedding-data/WikiAnswers
pipeline_tag: sentence-similarity
---


# all-MiniLM-L6-v2
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.

## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:

```
pip install -U sentence-transformers
```

Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]

model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
embeddings = model.encode(sentences)
print(embeddings)
```

## Usage (HuggingFace Transformers)
Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.

```python
from transformers import AutoTokenizer, AutoModel
import torch
import torch.nn.functional as F

#Mean Pooling - Take attention mask into account for correct averaging
def mean_pooling(model_output, attention_mask):
    token_embeddings = model_output[0] #First element of model_output contains all token embeddings
    input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
    return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)


# Sentences we want sentence embeddings for
sentences = ['This is an example sentence', 'Each sentence is converted']

# Load model from HuggingFace Hub
tokenizer = AutoTokenizer.from_pretrained('sentence-transformers/all-MiniLM-L6-v2')
model = AutoModel.from_pretrained('sentence-transformers/all-MiniLM-L6-v2')

# Tokenize sentences
encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')

# Compute token embeddings
with torch.no_grad():
    model_output = model(**encoded_input)

# Perform pooling
sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])

# Normalize embeddings
sentence_embeddings = F.normalize(sentence_embeddings, p=2, dim=1)

print("Sentence embeddings:")
print(sentence_embeddings)
```

## Evaluation Results

For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name=sentence-transformers/all-MiniLM-L6-v2)

------

## Background

The project aims to train sentence embedding models on very large sentence level datasets using a self-supervised 
contrastive learning objective. We used the pretrained [`nreimers/MiniLM-L6-H384-uncased`](https://huggingface.co/nreimers/MiniLM-L6-H384-uncased) model and fine-tuned in on a 
1B sentence pairs dataset. We use a contrastive learning objective: given a sentence from the pair, the model should predict which out of a set of randomly sampled other sentences, was actually paired with it in our dataset.

We developed this model during the 
[Community week using JAX/Flax for NLP & CV](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104), 
organized by Hugging Face. We developed this model as part of the project:
[Train the Best Sentence Embedding Model Ever with 1B Training Pairs](https://discuss.huggingface.co/t/train-the-best-sentence-embedding-model-ever-with-1b-training-pairs/7354). We benefited from efficient hardware infrastructure to run the project: 7 TPUs v3-8, as well as intervention from Googles Flax, JAX, and Cloud team member about efficient deep learning frameworks.

## Intended uses

Our model is intended to be used as a sentence and short paragraph encoder. Given an input text, it outputs a vector which captures 
the semantic information. The sentence vector may be used for information retrieval, clustering or sentence similarity tasks.

By default, input text longer than 256 word pieces is truncated.


## Training procedure

### Pre-training 

We use the pretrained [`nreimers/MiniLM-L6-H384-uncased`](https://huggingface.co/nreimers/MiniLM-L6-H384-uncased) model. Please refer to the model card for more detailed information about the pre-training procedure.

### Fine-tuning 

We fine-tune the model using a contrastive objective. Formally, we compute the cosine similarity from each possible sentence pairs from the batch.
We then apply the cross entropy loss by comparing with true pairs.

#### Hyper parameters

We trained our model on a TPU v3-8. We train the model during 100k steps using a batch size of 1024 (128 per TPU core).
We use a learning rate warm up of 500. The sequence length was limited to 128 tokens. We used the AdamW optimizer with
a 2e-5 learning rate. The full training script is accessible in this current repository: `train_script.py`.

#### Training data

We use the concatenation from multiple datasets to fine-tune our model. The total number of sentence pairs is above 1 billion sentences.
We sampled each dataset given a weighted probability which configuration is detailed in the `data_config.json` file.


| Dataset                                                  | Paper                                    | Number of training tuples  |
|--------------------------------------------------------|:----------------------------------------:|:--------------------------:|
| [Reddit comments (2015-2018)](https://github.com/PolyAI-LDN/conversational-datasets/tree/master/reddit) | [paper](https://arxiv.org/abs/1904.06472) | 726,484,430 |
| [S2ORC](https://github.com/allenai/s2orc) Citation pairs (Abstracts) | [paper](https://aclanthology.org/2020.acl-main.447/) | 116,288,806 |
| [WikiAnswers](https://github.com/afader/oqa#wikianswers-corpus) Duplicate question pairs | [paper](https://doi.org/10.1145/2623330.2623677) | 77,427,422 |
| [PAQ](https://github.com/facebookresearch/PAQ) (Question, Answer) pairs | [paper](https://arxiv.org/abs/2102.07033) | 64,371,441 |
| [S2ORC](https://github.com/allenai/s2orc) Citation pairs (Titles) | [paper](https://aclanthology.org/2020.acl-main.447/) | 52,603,982 |
| [S2ORC](https://github.com/allenai/s2orc) (Title, Abstract) | [paper](https://aclanthology.org/2020.acl-main.447/) | 41,769,185 |
| [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) (Title, Body) pairs  | - | 25,316,456 |
| [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) (Title+Body, Answer) pairs  | - | 21,396,559 |
| [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) (Title, Answer) pairs  | - | 21,396,559 |
| [MS MARCO](https://microsoft.github.io/msmarco/) triplets | [paper](https://doi.org/10.1145/3404835.3462804) | 9,144,553 |
| [GOOAQ: Open Question Answering with Diverse Answer Types](https://github.com/allenai/gooaq) | [paper](https://arxiv.org/pdf/2104.08727.pdf) | 3,012,496 |
| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) (Title, Answer) | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 1,198,260 |
| [Code Search](https://huggingface.co/datasets/code_search_net) | - | 1,151,414 |
| [COCO](https://cocodataset.org/#home) Image captions | [paper](https://link.springer.com/chapter/10.1007%2F978-3-319-10602-1_48) | 828,395|
| [SPECTER](https://github.com/allenai/specter) citation triplets | [paper](https://doi.org/10.18653/v1/2020.acl-main.207) | 684,100 |
| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) (Question, Answer) | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 681,164 |
| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) (Title, Question) | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 659,896 |
| [SearchQA](https://huggingface.co/datasets/search_qa) | [paper](https://arxiv.org/abs/1704.05179) | 582,261 |
| [Eli5](https://huggingface.co/datasets/eli5) | [paper](https://doi.org/10.18653/v1/p19-1346) | 325,475 |
| [Flickr 30k](https://shannon.cs.illinois.edu/DenotationGraph/) | [paper](https://transacl.org/ojs/index.php/tacl/article/view/229/33) | 317,695 |
| [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) Duplicate questions (titles) | | 304,525 |
| AllNLI ([SNLI](https://nlp.stanford.edu/projects/snli/) and [MultiNLI](https://cims.nyu.edu/~sbowman/multinli/) | [paper SNLI](https://doi.org/10.18653/v1/d15-1075), [paper MultiNLI](https://doi.org/10.18653/v1/n18-1101) | 277,230 | 
| [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) Duplicate questions (bodies) | | 250,519 |
| [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) Duplicate questions (titles+bodies) | | 250,460 |
| [Sentence Compression](https://github.com/google-research-datasets/sentence-compression) | [paper](https://www.aclweb.org/anthology/D13-1155/) | 180,000 |
| [Wikihow](https://github.com/pvl/wikihow_pairs_dataset) | [paper](https://arxiv.org/abs/1810.09305) | 128,542 |
| [Altlex](https://github.com/chridey/altlex/) | [paper](https://aclanthology.org/P16-1135.pdf) | 112,696 |
| [Quora Question Triplets](https://quoradata.quora.com/First-Quora-Dataset-Release-Question-Pairs) | - | 103,663 |
| [Simple Wikipedia](https://cs.pomona.edu/~dkauchak/simplification/) | [paper](https://www.aclweb.org/anthology/P11-2117/) | 102,225 |
| [Natural Questions (NQ)](https://ai.google.com/research/NaturalQuestions) | [paper](https://transacl.org/ojs/index.php/tacl/article/view/1455) | 100,231 |
| [SQuAD2.0](https://rajpurkar.github.io/SQuAD-explorer/) | [paper](https://aclanthology.org/P18-2124.pdf) | 87,599 |
| [TriviaQA](https://huggingface.co/datasets/trivia_qa) | - | 73,346 |
| **Total** | | **1,170,060,424** |

================================================
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================================================
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================================================
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================================================
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}

================================================
FILE: data/outputs/sbert_model/tokenizer_config.json
================================================
{
  "added_tokens_decoder": {
    "0": {
      "content": "[PAD]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "100": {
      "content": "[UNK]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "101": {
      "content": "[CLS]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "102": {
      "content": "[SEP]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "103": {
      "content": "[MASK]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "clean_up_tokenization_spaces": false,
  "cls_token": "[CLS]",
  "do_basic_tokenize": true,
  "do_lower_case": true,
  "mask_token": "[MASK]",
  "max_length": 128,
  "model_max_length": 256,
  "never_split": null,
  "pad_to_multiple_of": null,
  "pad_token": "[PAD]",
  "pad_token_type_id": 0,
  "padding_side": "right",
  "sep_token": "[SEP]",
  "stride": 0,
  "strip_accents": null,
  "tokenize_chinese_chars": true,
  "tokenizer_class": "BertTokenizer",
  "truncation_side": "right",
  "truncation_strategy": "longest_first",
  "unk_token": "[UNK]"
}


================================================
FILE: data/outputs/sbert_model/vocab.txt
================================================
[PAD]
[unused0]
[unused1]
[unused2]
[unused3]
[unused4]
[unused5]
[unused6]
[unused7]
[unused8]
[unused9]
[unused10]
[unused11]
[unused12]
[unused13]
[unused14]
[unused15]
[unused16]
[unused17]
[unused18]
[unused19]
[unused20]
[unused21]
[unused22]
[unused23]
[unused24]
[unused25]
[unused26]
[unused27]
[unused28]
[unused29]
[unused30]
[unused31]
[unused32]
[unused33]
[unused34]
[unused35]
[unused36]
[unused37]
[unused38]
[unused39]
[unused40]
[unused41]
[unused42]
[unused43]
[unused44]
[unused45]
[unused46]
[unused47]
[unused48]
[unused49]
[unused50]
[unused51]
[unused52]
[unused53]
[unused54]
[unused55]
[unused56]
[unused57]
[unused58]
[unused59]
[unused60]
[unused61]
[unused62]
[unused63]
[unused64]
[unused65]
[unused66]
[unused67]
[unused68]
[unused69]
[unused70]
[unused71]
[unused72]
[unused73]
[unused74]
[unused75]
[unused76]
[unused77]
[unused78]
[unused79]
[unused80]
[unused81]
[unused82]
[unused83]
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[UNK]
[CLS]
[SEP]
[MASK]
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40
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mid
1987
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girls
date
italian
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1986
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1985
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1984
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1980
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1983
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places
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1982
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1979
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mission
1981
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200
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1972
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1976
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1978
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1974
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foot
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boys
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1975
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1977
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1970
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1968
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1945
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1971
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45
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1969
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1967
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35
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1964
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1965
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1960
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1944
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1962
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1942
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1943
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1956
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1958
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1959
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elections
1980s
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1941
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1940
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1948
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1957
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1939
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1946
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1950
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33
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1970s
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70
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1955
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1947
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44
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1954
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1949
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34
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1960s
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1938
37
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plants
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1936
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kids
begins
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1918
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1935
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1920
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39
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48
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1930
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1933
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1914
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94
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73
elder
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benjamin
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1893
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1892
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1864
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1884
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1883
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1868
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commercially
dot
salon
citation
adopt
winnipeg
mist
allocated
cairo
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jenkins
interference
objectives
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1820
portfolio
armoured
sectors
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initiatives
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integrity
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robe
tap
ab
gazed
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distracted
rulers
111
favorable
jerome
tended
cart
factories
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valued
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exploring
chang
shepherd
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pdf
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ups
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governors
shelf
depths
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trailed
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hatred
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clare
makers
ethiopia
longtime
detected
embedded
lacking
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rely
thomson
anticipation
iso
morton
successive
agnes
screenwriter
straightened
philippe
playwright
haunted
licence
iris
intentions
sutton
112
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correctly
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licked
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prints
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threshold
algebra
ira
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240
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picks
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designers
raids
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leipzig
locks
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ne
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prof
catches
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dana
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ought
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madonna
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buttons
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ashes
liver
toby
oath
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doyle
evangelical
nixon
cement
carnegie
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hatch
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twelfth
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regent
doctoral
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mikhail
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availability
shirts
pie
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explosive
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planets
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happily
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carriers
kidnapped
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accommodation
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knockout
correspondent
violation
profits
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lang
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agenda
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spelling
equations
obtaining
ki
linking
1825
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asylum
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dental
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humanities
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uniforms
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fitting
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genera
wei
rim
beloved
shark
riot
entities
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indo
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owing
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neighbor
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recommendations
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diagnosed
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decoration
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conversations
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dash
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spelled
anxious
oriental
wesley
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carnival
controller
detect
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bowed
educator
kosovo
macedonia
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occupy
mastering
stephanie
janeiro
para
unaware
nurses
noon
135
cam
hopefully
ranger
combine
sociology
polar
rica
##eer
neill
##sman
holocaust
##ip
doubled
lust
1828
109
decent
cooling
unveiled
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1829
nsw
homer
chapman
meyer
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dive
mae
reagan
expertise
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darwin
brooke
sided
prosecution
investigating
comprised
petroleum
genres
reluctant
differently
trilogy
johns
vegetables
corpse
highlighted
lounge
pension
unsuccessfully
elegant
aided
ivory
beatles
amelia
cain
dubai
sunny
immigrant
babe
click
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underwater
pepper
combining
mumbled
atlas
horns
accessed
ballad
physicians
homeless
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rpm
freak
louisville
corporations
patriots
prizes
rational
warn
modes
decorative
overnight
din
troubled
phantom
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monarch
sheer
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generals
guidelines
organs
addresses
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enhance
curling
parishes
cord
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linux
caesar
deutsche
bavaria
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coleman
cyclone
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bacon
petty
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hampton
diagnosis
1824
throws
complexity
rita
disputed
##₃
pablo
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marketed
trafficking
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examine
plague
formats
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vault
faithful
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webster
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highlights
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phones
vacuum
sandwich
modeling
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bolivia
clergy
qualities
isabel
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wears
screams
reunited
annoyed
bra
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differential
transmitter
tattoo
container
poker
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excessive
resides
cowboys
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augustus
trash
providers
statute
retreated
balcony
reversed
void
storey
preceded
masses
leap
laughs
neighborhoods
wards
schemes
falcon
santo
battlefield
pad
ronnie
thread
lesbian
venus
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beg
sandstone
daylight
punched
gwen
analog
stroked
wwe
acceptable
measurements
dec
toxic
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adequate
surgical
economist
parameters
varsity
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quantity
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countess
generating
precision
diamonds
expressway
ga
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1821
uruguay
talents
galleries
expenses
scanned
colleague
outlets
ryder
lucien
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paramount
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syracuse
dim
fangs
gown
sweep
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toyota
missionaries
websites
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sentences
adviser
val
trademark
spells
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patience
starter
slim
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toe
incredibly
shoots
elliot
nobility
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cowboy
endorsed
gardner
tendency
persuaded
organisms
emissions
kazakhstan
amused
boring
chips
themed
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llc
constantinople
chasing
systematic
guatemala
borrowed
erin
carey
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highlands
struggles
1810
##ifying
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wong
exceptions
develops
enlarged
kindergarten
castro
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leigh
zombie
juvenile
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consul
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sailor
hyde
clarence
intensive
pinned
nasty
useless
jung
clayton
stuffed
exceptional
ix
apostolic
230
transactions
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exempt
swinging
cove
religions
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shields
dairy
bypass
190
pursuing
bug
joyce
bombay
chassis
southampton
chat
interact
redesignated
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nascar
pray
salmon
rigid
regained
malaysian
grim
publicity
constituted
capturing
toilet
delegate
purely
tray
drift
loosely
striker
weakened
trinidad
mitch
itv
defines
transmitted
ming
scarlet
nodding
fitzgerald
fu
narrowly
sp
tooth
standings
virtue
##₁
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chateau
gloves
lid
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hurting
conservatory
##pel
sinclair
reopened
sympathy
nigerian
strode
advocated
optional
chronic
discharge
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suck
compatible
laurel
stella
shi
fails
wage
dodge
128
informal
sorts
levi
buddha
villagers
##aka
chronicles
heavier
summoned
gateway
3000
eleventh
jewelry
translations
accordingly
seas
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fiber
pyramid
cubic
dragging
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caring
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android
contacted
lunar
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kai
lisbon
patted
1826
sacramento
theft
madagascar
subtropical
disputes
ta
holidays
piper
willow
mare
cane
itunes
newfoundland
benny
companions
dong
raj
observe
roar
charming
plaque
tibetan
fossils
enacted
manning
bubble
tina
tanzania
##eda
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funk
swamp
deputies
cloak
ufc
scenario
par
scratch
metals
anthem
guru
engaging
specially
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dialects
nineteen
cecil
duet
disability
messenger
unofficial
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defunct
eds
moonlight
drainage
surname
puzzle
honda
switching
conservatives
mammals
knox
broadcaster
sidewalk
cope
##ried
benson
princes
peterson
##sal
bedford
sharks
eli
wreck
alberto
gasp
archaeology
lgbt
teaches
securities
madness
compromise
waving
coordination
davidson
visions
leased
possibilities
eighty
jun
fernandez
enthusiasm
assassin
sponsorship
reviewer
kingdoms
estonian
laboratories
##fy
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applies
verb
celebrations
##zzo
rowing
lightweight
sadness
submit
mvp
balanced
dude
##vas
explicitly
metric
magnificent
mound
brett
mohammad
mistakes
irregular
##hing
##ass
sanders
betrayed
shipped
surge
##enburg
reporters
termed
georg
pity
verbal
bulls
abbreviated
enabling
appealed
##are
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sicily
sting
heel
sweetheart
bart
spacecraft
brutal
monarchy
##tter
aberdeen
cameo
diane
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survivor
clyde
##aries
complaint
##makers
clarinet
delicious
chilean
karnataka
coordinates
1818
panties
##rst
pretending
ar
dramatically
kiev
bella
tends
distances
113
catalog
launching
instances
telecommunications
portable
lindsay
vatican
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angles
aliens
marker
stint
screens
bolton
##rne
judy
wool
benedict
plasma
europa
spark
imaging
filmmaker
swiftly
##een
contributor
##nor
opted
stamps
apologize
financing
butter
gideon
sophisticated
alignment
avery
chemicals
yearly
speculation
prominence
professionally
##ils
immortal
institutional
inception
wrists
identifying
tribunal
derives
gains
##wo
papal
preference
linguistic
vince
operative
brewery
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unemployment
boyd
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albeit
prophet
1813
bi
##rr
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quarterly
asteroid
cleaned
radius
temper
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telugu
jerk
viscount
menu
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glimpse
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yacht
hawaiian
baden
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laptop
readily
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monetary
offshore
scots
watches
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upgrade
needle
xbox
lea
encyclopedia
flank
fingertips
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delight
teachings
confirm
roth
beaches
midway
winters
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teasing
daytime
beverly
gambling
bonnie
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regulated
clement
hermann
tricks
knot
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detached
ecological
owed
specialty
byron
inventor
bats
stays
screened
unesco
midland
trim
affection
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jess
thoroughly
feedback
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chennai
strained
heartbeat
wrapping
overtime
pleaded
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mon
leisure
oclc
##tate
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feathers
angelo
thirds
nuts
surveys
clever
gill
commentator
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darren
rides
gibraltar
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dissolution
dedication
shin
meals
saddle
elvis
reds
chaired
taller
appreciation
functioning
niece
favored
advocacy
robbie
criminals
suffolk
yugoslav
passport
constable
congressman
hastings
vera
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consecrated
sparks
ecclesiastical
confined
##ovich
muller
floyd
nora
1822
paved
1827
cumberland
ned
saga
spiral
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appreciated
yi
collaborative
treating
similarities
feminine
finishes
##ib
jade
import
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champagne
mice
securing
celebrities
helsinki
attributes
##gos
cousins
phases
ache
lucia
gandhi
submission
vicar
spear
shine
tasmania
biting
detention
constitute
tighter
seasonal
##gus
terrestrial
matthews
##oka
effectiveness
parody
philharmonic
##onic
1816
strangers
encoded
consortium
guaranteed
regards
shifts
tortured
collision
supervisor
inform
broader
insight
theaters
armour
emeritus
blink
incorporates
mapping
##50
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handball
flexible
##nta
substantially
generous
thief
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carr
loses
1793
prose
ucla
romeo
generic
metallic
realization
damages
mk
commissioners
zach
default
##ther
helicopters
lengthy
stems
spa
partnered
spectators
rogue
indication
penalties
teresa
1801
sen
##tric
dalton
##wich
irving
photographic
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dell
deaf
peters
excluded
unsure
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patterson
crawled
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resided
whipped
latvia
slower
ecole
pipes
employers
maharashtra
comparable
va
textile
pageant
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alphabet
binary
irrigation
chartered
choked
antoine
offs
waking
supplement
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quantities
demolition
regain
locate
urdu
folks
alt
114
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scary
andreas
whites
##ava
classrooms
mw
aesthetic
publishes
valleys
guides
cubs
johannes
bryant
conventions
affecting
##itt
drain
awesome
isolation
prosecutor
ambitious
apology
captive
downs
atmospheric
lorenzo
aisle
beef
foul
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kidding
composite
disturbed
illusion
natives
##ffer
emi
rockets
riverside
wartime
painters
adolf
melted
##ail
uncertainty
simulation
hawks
progressed
meantime
builder
spray
breach
unhappy
regina
russians
##urg
determining
##tation
tram
1806
##quin
aging
##12
1823
garion
rented
mister
diaz
terminated
clip
1817
depend
nervously
disco
owe
defenders
shiva
notorious
disbelief
shiny
worcester
##gation
##yr
trailing
undertook
islander
belarus
limitations
watershed
fuller
overlooking
utilized
raphael
1819
synthetic
breakdown
klein
##nate
moaned
memoir
lamb
practicing
##erly
cellular
arrows
exotic
##graphy
witches
117
charted
rey
hut
hierarchy
subdivision
freshwater
giuseppe
aloud
reyes
qatar
marty
sideways
utterly
sexually
jude
prayers
mccarthy
softball
blend
damien
##gging
##metric
wholly
erupted
lebanese
negro
revenues
tasted
comparative
teamed
transaction
labeled
maori
sovereignty
parkway
trauma
gran
malay
121
advancement
descendant
2020
buzz
salvation
inventory
symbolic
##making
antarctica
mps
##gas
##bro
mohammed
myanmar
holt
submarines
tones
##lman
locker
patriarch
bangkok
emerson
remarks
predators
kin
afghan
confession
norwich
rental
emerge
advantages
##zel
rca
##hold
shortened
storms
aidan
##matic
autonomy
compliance
##quet
dudley
atp
##osis
1803
motto
documentation
summary
professors
spectacular
christina
archdiocese
flashing
innocence
remake
##dell
psychic
reef
scare
employ
rs
sticks
meg
gus
leans
##ude
accompany
bergen
tomas
##iko
doom
wages
pools
##nch
##bes
breasts
scholarly
alison
outline
brittany
breakthrough
willis
realistic
##cut
##boro
competitor
##stan
pike
picnic
icon
designing
commercials
washing
villain
skiing
micro
costumes
auburn
halted
executives
##hat
logistics
cycles
vowel
applicable
barrett
exclaimed
eurovision
eternity
ramon
##umi
##lls
modifications
sweeping
disgust
##uck
torch
aviv
ensuring
rude
dusty
sonic
donovan
outskirts
cu
pathway
##band
##gun
##lines
disciplines
acids
cadet
paired
##40
sketches
##sive
marriages
##⁺
folding
peers
slovak
implies
admired
##beck
1880s
leopold
instinct
attained
weston
megan
horace
##ination
dorsal
ingredients
evolutionary
##its
complications
deity
lethal
brushing
levy
deserted
institutes
posthumously
delivering
telescope
coronation
motivated
rapids
luc
flicked
pays
volcano
tanner
weighed
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crowds
frankie
gifted
addressing
granddaughter
winding
##rna
constantine
gomez
##front
landscapes
rudolf
anthropology
slate
werewolf
##lio
astronomy
circa
rouge
dreaming
sack
knelt
drowned
naomi
prolific
tracked
freezing
herb
##dium
agony
randall
twisting
wendy
deposit
touches
vein
wheeler
##bbled
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batted
retaining
tire
presently
compare
specification
daemon
nigel
##grave
merry
recommendation
czechoslovakia
sandra
ng
roma
##sts
lambert
inheritance
sheikh
winchester
cries
examining
##yle
comeback
cuisine
nave
##iv
ko
retrieve
tomatoes
barker
polished
defining
irene
lantern
personalities
begging
tract
swore
1809
175
##gic
omaha
brotherhood
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haiti
##ots
exeter
##ete
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steele
dumb
pearson
210
surveyed
elisabeth
trends
##ef
fritz
##rf
premium
bugs
fraction
calmly
viking
##birds
tug
inserted
unusually
##ield
confronted
distress
crashing
brent
turks
resign
##olo
cambodia
gabe
sauce
##kal
evelyn
116
extant
clusters
quarry
teenagers
luna
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affiliation
drill
##ashi
panthers
scenic
libya
anita
strengthen
inscriptions
##cated
lace
sued
judith
riots
##uted
mint
##eta
preparations
midst
dub
challenger
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mock
cf
displaced
wicket
breaths
enables
schmidt
analyst
##lum
ag
highlight
automotive
axe
josef
newark
sufficiently
resembles
50th
##pal
flushed
mum
traits
##ante
commodore
incomplete
warming
titular
ceremonial
ethical
118
celebrating
eighteenth
cao
lima
medalist
mobility
strips
snakes
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miniature
zagreb
barton
escapes
umbrella
automated
doubted
differs
cooled
georgetown
dresden
cooked
fade
wyatt
rna
jacobs
carlton
abundant
stereo
boost
madras
inning
##hia
spur
ip
malayalam
begged
osaka
groan
escaping
charging
dose
vista
##aj
bud
papa
communists
advocates
edged
tri
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resemble
peaking
necklace
fried
montenegro
saxony
goose
glances
stuttgart
curator
recruit
grocery
sympathetic
##tting
##fort
127
lotus
randolph
ancestor
##rand
succeeding
jupiter
1798
macedonian
##heads
hiking
1808
handing
fischer
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garbage
node
##pies
prone
singular
papua
inclined
attractions
italia
pouring
motioned
grandma
garnered
jacksonville
corp
ego
ringing
aluminum
##hausen
ordering
##foot
drawer
traders
synagogue
##play
##kawa
resistant
wandering
fragile
fiona
teased
var
hardcore
soaked
jubilee
decisive
exposition
mercer
poster
valencia
hale
kuwait
1811
##ises
##wr
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tavern
gamma
122
johan
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123
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1794
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119
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124
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280
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sparhawk
320
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1789
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145
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270
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165
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126
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132
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155
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330
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129
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lemon
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133
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131
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144
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137
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225
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152
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138
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xiii
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kira
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rails
sustainability
134
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136
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141
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ions
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340
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kindness
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distribute
paddy
seeming
143
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piers
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142
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29th
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cookies
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205
engraved
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1778
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146
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cutter
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201
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fallon
370
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threads
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148
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thoughtful
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chandra
seine
147
builders
builds
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dev
visibility
goddamn
analyses
dhaka
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proves
chancel
concurrent
curiously
canadians
pumped
restoring
1850s
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vows
1784
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install
universidad
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coincidence
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conclude
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toni
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harmonica
151
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fishermen
intending
bravery
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40th
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utilities
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lana
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openings
concord
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sega
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earnings
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analyzed
warlord
hubbard
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behave
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caldwell
skye
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likelihood
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dukes
instinctively
conan
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accessories
gradual
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quotes
sioux
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undertake
intercepted
sparkling
compressed
139
fungus
tombs
haley
imposing
rests
degradation
lincolnshire
retailers
wetlands
tulsa
distributor
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nun
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convey
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oman
dresser
lyons
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judgement
omitted
digits
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juniors
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cents
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une
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weir
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nan
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fibers
liking
royalty
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154
persia
terribly
magician
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vance
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warmer
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consume
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chromosome
dwellings
feudal
mole
153
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relics
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mandated
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fridge
hats
honesty
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heap
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accusing
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affinity
hc
osborne
piston
156
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maturity
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moldova
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expresses
thumbs
167
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coca
1781
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sensory
heidelberg
spies
satan
dangers
semifinal
202
bohemia
whitish
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shipbuilding
relies
surgeons
landings
ravi
baku
moor
suffix
alejandro
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1758
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168
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380
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botany
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hurricanes
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timeline
throbbing
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berth
uzbekistan
vanderbilt
bothering
overturned
ballots
gem
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sunglasses
subscribers
hooker
compelling
ang
exceptionally
saloon
stab
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carla
terrifying
rom
##vision
coil
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satisfying
vendors
31st
mackay
deities
overlooked
ambient
bahamas
felipe
olympia
whirled
botanist
advertised
tugging
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disciples
morales
unionist
rites
foley
morse
motives
creepy
##₀
soo
##sz
bargain
highness
frightening
turnpike
tory
reorganization
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depict
biographer
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unopposed
manifesto
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institut
emile
accidental
kapoor
##dam
kilkenny
cortex
lively
##13
romanesque
jain
shan
cannons
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petrol
echoing
amalgamated
disappears
cautious
proposes
sanctions
trenton
##ر
flotilla
aus
contempt
tor
canary
cote
theirs
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conceptual
deleted
fascinating
paso
blazing
elf
honourable
hutchinson
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surveyor
tee
amidst
wooded
reissue
intro
##ono
cobb
shelters
newsletter
hanson
brace
encoding
confiscated
dem
caravan
marino
scroll
melodic
cows
imam
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northward
searches
biodiversity
cora
310
roaring
##bers
connell
theologian
halo
compose
pathetic
unmarried
dynamo
##oot
az
calculation
toulouse
deserves
humour
nr
forgiveness
tam
undergone
martyr
pamela
myths
whore
counselor
hicks
290
heavens
battleship
electromagnetic
##bbs
stellar
establishments
presley
hopped
##chin
temptation
90s
wills
nas
##yuan
nhs
##nya
seminars
##yev
adaptations
gong
asher
lex
indicator
sikh
tobago
cites
goin
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satirical
##gies
characterised
correspond
bubbles
lure
participates
##vid
eruption
skate
therapeutic
1785
canals
wholesale
defaulted
sac
460
petit
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virgil
leak
ravens
256
portraying
##yx
ghetto
creators
dams
portray
vicente
##rington
fae
namesake
bounty
##arium
joachim
##ota
##iser
aforementioned
axle
snout
depended
dismantled
reuben
480
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gallagher
##lau
##pd
earnest
##ieu
##iary
inflicted
objections
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asa
gritted
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jericho
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flick
underside
ceramics
undead
substituted
195
eastward
undoubtedly
wheeled
chimney
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guinness
cb
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siding
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traitor
baptiste
disguised
inauguration
149
tipperary
choreographer
perched
warmed
stationary
eco
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bacterial
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flores
phosphate
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attacker
invaders
alvin
intersects
a1
indirectly
immigrated
businessmen
cornelius
valves
narrated
pill
sober
ul
nationale
monastic
applicants
scenery
##jack
161
motifs
constitutes
cpu
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jurisdictions
sd
tuning
irritation
woven
##uddin
fertility
gao
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antagonist
impatient
glacial
hides
boarded
denominations
interception
##jas
cookie
nicola
##tee
algebraic
marquess
bahn
parole
buyers
bait
turbines
paperwork
bestowed
natasha
renee
oceans
purchases
157
vaccine
215
##tock
fixtures
playhouse
integrate
jai
oswald
intellectuals
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booked
nests
mortimer
##isi
obsession
sept
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##sum
440
scrutiny
simultaneous
squinted
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collects
oven
shankar
penned
remarkably
##я
slips
luggage
spectral
1786
collaborations
louie
consolidation
##ailed
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420
hoover
blackpool
harness
ignition
vest
tails
belmont
mongol
skinner
##nae
visually
mage
derry
##tism
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stevie
transitional
##rdy
redskins
drying
prep
prospective
##21
annoyance
oversee
##loaded
fills
##books
##iki
announces
fda
scowled
respects
prasad
mystic
tucson
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revue
springer
bankrupt
1772
aristotle
salvatore
habsburg
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dal
natal
nut
pod
chewing
darts
moroccan
walkover
rosario
lenin
punjabi
##ße
grossed
scattering
wired
invasive
hui
polynomial
corridors
wakes
gina
portrays
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arid
retreating
erich
irwin
sniper
##dha
linen
lindsey
maneuver
butch
shutting
socio
bounce
commemorative
postseason
jeremiah
pines
275
mystical
beads
bp
abbas
furnace
bidding
consulted
assaulted
empirical
rubble
enclosure
sob
weakly
cancel
polly
yielded
##emann
curly
prediction
battered
70s
vhs
jacqueline
render
sails
barked
detailing
grayson
riga
sloane
raging
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herbs
bravo
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alloy
giggle
imminent
suffers
assumptions
waltz
##itate
accomplishments
##ited
bathing
remixed
deception
prefix
##emia
deepest
##tier
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balkan
frogs
##rong
slab
##pate
philosophers
peterborough
grains
imports
dickinson
rwanda
##atics
1774
dirk
lan
tablets
##rove
clone
##rice
caretaker
hostilities
mclean
##gre
regimental
treasures
norms
impose
tsar
tango
diplomacy
variously
complain
192
recognise
arrests
1779
celestial
pulitzer
##dus
bing
libretto
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adele
splash
##rite
expectation
lds
confronts
##izer
spontaneous
harmful
wedge
entrepreneurs
buyer
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bilingual
translate
rugged
conner
circulated
uae
eaton
##gra
##zzle
lingered
lockheed
vishnu
reelection
alonso
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joints
yankee
headline
cooperate
heinz
laureate
invading
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echoes
scandinavian
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hugging
vitamin
salute
micah
hind
trader
##sper
radioactive
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militants
poisoned
ratified
remark
campeonato
deprived
wander
prop
##dong
outlook
##tani
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chiang
darcy
##oping
mandolin
spice
statesman
babylon
182
walled
forgetting
afro
##cap
158
giorgio
buffer
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planetary
##gis
overlap
terminals
kinda
centenary
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arising
manipulate
elm
ke
1770
ak
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chrysler
mapped
moose
pomeranian
quad
macarthur
assemblies
shoreline
recalls
stratford
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noticeable
##evic
imp
##rita
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accustomed
supplying
tents
disgusted
vogue
sipped
filters
khz
reno
selecting
luftwaffe
mcmahon
tyne
masterpiece
carriages
collided
dunes
exercised
flare
remembers
muzzle
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heck
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burgess
lunged
middleton
boycott
bilateral
##sity
hazardous
lumpur
multiplayer
spotlight
jackets
goldman
liege
porcelain
rag
waterford
benz
attracts
hopeful
battling
ottomans
kensington
baked
hymns
cheyenne
lattice
levine
borrow
polymer
clashes
michaels
monitored
commitments
denounced
##25
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cavity
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hobby
akin
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futures
intricate
cornish
patty
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illegally
dolphin
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barlow
yellowish
maddie
apologized
luton
plagued
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nana
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sway
fanny
łodz
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psi
suspicions
hanged
##eding
initiate
charlton
##por
nak
competent
235
analytical
annex
wardrobe
reservations
##rma
sect
162
fairfax
hedge
piled
buckingham
uneven
bauer
simplicity
snyder
interpret
accountability
donors
moderately
byrd
continents
##cite
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disciple
hr
jamaican
ping
nominees
##uss
mongolian
diver
attackers
eagerly
ideological
pillows
miracles
apartheid
revolver
sulfur
clinics
moran
163
##enko
ile
katy
rhetoric
##icated
chronology
recycling
##hrer
elongated
mughal
pascal
profiles
vibration
databases
domination
##fare
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matthias
digest
rehearsal
polling
weiss
initiation
reeves
clinging
flourished
impress
ngo
##hoff
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buckley
symposium
rhythms
weed
emphasize
transforming
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##gence
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accountant
analyze
flicker
foil
priesthood
voluntarily
decreases
##80
##hya
slater
sv
charting
mcgill
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moreno
##iu
besieged
zur
robes
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admitting
api
deported
turmoil
peyton
earthquakes
##ares
nationalists
beau
clair
brethren
interrupt
welch
curated
galerie
requesting
164
##ested
impending
steward
viper
##vina
complaining
beautifully
brandy
foam
nl
1660
##cake
alessandro
punches
laced
explanations
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attribute
clit
reggie
discomfort
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smoothed
whales
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adler
countered
duffy
disciplinary
widening
recipe
reliance
conducts
goats
gradient
preaching
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matilda
quasi
striped
meridian
cannabis
cordoba
certificates
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graffiti
hangs
pilgrims
repeats
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revive
urine
etat
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fueled
belts
fuzzy
susceptible
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mauritius
salle
sincere
beers
hooks
##cki
arbitration
entrusted
advise
sniffed
seminar
junk
donnell
processors
principality
strapped
celia
mendoza
everton
fortunes
prejudice
starving
reassigned
steamer
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tuck
evenly
foreman
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dans
375
envisioned
slit
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baseman
liberia
rosemary
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electrified
periodically
potassium
stride
contexts
sperm
slade
mariners
influx
bianca
subcommittee
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spilling
icao
estuary
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delivers
iphone
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isa
mira
bohemian
dessert
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welcoming
proudly
slowing
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musee
ascension
russ
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waits
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africans
exploit
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gov
eccentric
crab
peck
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entrances
formidable
marketplace
groom
bolted
metabolism
patton
robbins
courier
payload
endure
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andes
refrigerator
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ornate
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ruthless
illegitimate
masonry
strasbourg
bikes
adobe
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apples
quintet
willingly
niche
bakery
corpses
energetic
##cliffe
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##ards
177
centimeters
centro
fuscous
cretaceous
rancho
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andrei
telecom
tottenham
oasis
ordination
vulnerability
presiding
corey
cp
penguins
sims
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malawi
piss
##48
correction
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countdown
detectives
psychiatrist
psychedelic
dinosaurs
blouse
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choi
vowed
##oz
randomly
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49ers
scrub
blanche
bruins
dusseldorf
##using
unwanted
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212
dominique
elevations
headlights
om
laguna
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1750
famously
ignorance
shrewsbury
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ajax
breuning
che
confederacy
greco
overhaul
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paz
skirts
disagreement
cruelty
jagged
phoebe
shifter
hovered
viruses
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mandy
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landlord
squirrel
dashed
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ornamental
gag
wally
grange
literal
spurs
undisclosed
proceeding
yin
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billie
orphan
spanned
humidity
indy
weighted
presentations
explosions
lucian
##tary
vaughn
hindus
##anga
##hell
psycho
171
daytona
protects
efficiently
rematch
sly
tandem
##oya
rebranded
impaired
hee
metropolis
peach
godfrey
diaspora
ethnicity
prosperous
gleaming
dar
grossing
playback
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stripe
pistols
##tain
births
labelled
##cating
172
rudy
alba
##onne
aquarium
hostility
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shudder
sumatra
hardest
lakers
consonant
creeping
demos
homicide
capsule
zeke
liberties
expulsion
pueblo
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trait
transporting
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depart
gregg
mold
ledge
hangar
oldham
playboy
termination
analysts
gmbh
romero
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insist
cradle
filthy
brightness
slash
shootout
deposed
bordering
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isis
microwave
tumbled
sheltered
cathy
werewolves
messy
andersen
convex
clapped
clinched
satire
wasting
edo
vc
rufus
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mont
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poznan
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restructuring
transverse
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azerbaijani
slovene
gestures
roommate
choking
shear
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vanguard
oblivious
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disagreed
baptism
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coliseum
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salvage
societe
cory
locke
relocation
relying
versailles
ahl
swelling
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cheerful
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gin
sarajevo
obstacle
diverted
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messed
thoroughbred
fluttered
utrecht
chewed
acquaintance
assassins
dispatch
mirza
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nike
salzburg
swell
yen
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idle
ligue
samson
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##igh
playful
spawned
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tease
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burgundy
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stirring
skeptical
interceptions
marathi
##dies
bedrooms
aroused
pinch
##lik
preferences
tattoos
buster
digitally
projecting
rust
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kitten
priorities
addison
pseudo
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dusk
icons
sermon
##psis
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bt
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ju
truce
rink
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defects
psychiatry
offences
calculate
glucose
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##unda
francaise
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richest
warwickshire
carly
1763
purity
redemption
lending
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muse
bruises
cerebral
aero
carving
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preface
terminology
invade
monty
##int
anarchist
blurred
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rossi
treats
guts
shu
foothills
ballads
undertaking
premise
cecilia
affiliates
blasted
conditional
wilder
minors
drone
rudolph
buffy
swallowing
horton
attested
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rutherford
howell
primetime
livery
penal
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minimize
hydro
wrecked
wrought
palazzo
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cans
vernacular
friedman
nobleman
shale
walnut
danielle
##ection
##tley
sears
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chords
lend
flipping
streamed
por
dracula
gallons
sacrifices
gamble
orphanage
##iman
mckenzie
##gible
boxers
daly
##balls
##ان
208
##ific
##rative
##iq
exploited
slated
##uity
circling
hillary
pinched
goldberg
provost
campaigning
lim
piles
ironically
jong
mohan
successors
usaf
##tem
##ught
autobiographical
haute
preserves
##ending
acquitted
comparisons
203
hydroelectric
gangs
cypriot
torpedoes
rushes
chrome
derive
bumps
instability
fiat
pets
##mbe
silas
dye
reckless
settler
##itation
info
heats
##writing
176
canonical
maltese
fins
mushroom
stacy
aspen
avid
##kur
##loading
vickers
gaston
hillside
statutes
wilde
gail
kung
sabine
comfortably
motorcycles
##rgo
169
pneumonia
fetch
##sonic
axel
faintly
parallels
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mclaren
spouse
compton
interdisciplinary
miner
##eni
181
clamped
##chal
##llah
separates
versa
##mler
scarborough
labrador
##lity
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rutgers
hurdles
como
166
burt
divers
##100
wichita
cade
coincided
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bruised
mla
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vineyard
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notch
mentioning
jase
hearted
kits
doe
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pomerania
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ronan
seizure
pavel
problematic
##zaki
domenico
##ulin
catering
penelope
dependence
parental
emilio
ministerial
atkinson
##bolic
clarkson
chargers
colby
grill
peeked
arises
summon
##aged
fools
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faculties
qaeda
##vial
garner
refurbished
##hwa
geelong
disasters
nudged
bs
shareholder
lori
algae
reinstated
rot
##ades
##nous
invites
stainless
183
inclusive
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diocesan
til
##icz
denomination
##xa
benton
floral
registers
##ider
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absurd
brunei
guangzhou
hitter
retaliation
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blanc
nh
consistency
contamination
##eres
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dire
palermo
broadcasters
diaries
inspire
vols
brewer
tightening
ky
mixtape
hormone
##tok
stokes
##color
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pg
##ometer
##lington
sanitation
##tility
intercontinental
apps
##adt
¹⁄₂
cylinders
economies
favourable
unison
croix
gertrude
odyssey
vanity
dangling
##logists
upgrades
dice
middleweight
practitioner
##ight
206
henrik
parlor
orion
angered
lac
python
blurted
##rri
sensual
intends
swings
angled
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husky
attain
peerage
precinct
textiles
cheltenham
shuffled
dai
confess
tasting
bhutan
##riation
tyrone
segregation
abrupt
ruiz
##rish
smirked
blackwell
confidential
browning
amounted
##put
vase
scarce
fabulous
raided
staple
guyana
unemployed
glider
shay
##tow
carmine
troll
intervene
squash
superstar
##uce
cylindrical
len
roadway
researched
handy
##rium
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meta
lao
declares
##rring
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##elin
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willem
shrubs
napoleonic
realms
skater
qi
volkswagen
##ł
tad
hara
archaeologist
awkwardly
eerie
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wiley
##heimer
##24
titus
organizers
cfl
crusaders
lama
usb
vent
enraged
thankful
occupants
maximilian
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possessing
textbooks
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collaborator
quaker
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avalanche
mono
silky
straits
isaiah
mustang
surged
resolutions
potomac
descend
cl
kilograms
plato
strains
saturdays
##olin
bernstein
##ype
holstein
ponytail
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belize
conversely
heroine
perpetual
##ylus
charcoal
piedmont
glee
negotiating
backdrop
prologue
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pasadena
climbs
ramos
sunni
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anand
deficiency
hertfordshire
stout
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aperture
orioles
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doncaster
intrigued
bombed
coating
otis
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cocktail
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arousal
sar
##proof
##act
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dixie
pots
##bow
whereabouts
159
##fted
drains
bullying
cottages
scripture
coherent
fore
poe
appetite
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sampled
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derrick
rotor
jays
peacock
installment
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advisors
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rodeo
scotch
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rodrigo
dictatorship
martyrs
twenties
##н
towed
incidence
marta
rainforest
sai
scaled
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oceanic
qualifiers
symphonic
mcbride
dislike
generalized
aubrey
colonization
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disliked
lublin
salesman
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spherical
whatsoever
sweating
avalon
contention
punt
severity
alderman
atari
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scarf
seville
vertices
annexation
fairfield
fascination
inspiring
launches
palatinate
regretted
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feral
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elk
nap
olsen
reddy
yong
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transports
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gracie
outrage
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insides
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breakup
grady
organizer
softer
grimaced
222
murals
galicia
arranging
vectors
##rsten
bas
##sb
##cens
sloan
##eka
bitten
ara
fender
nausea
bumped
kris
banquet
comrades
detector
persisted
##llan
adjustment
endowed
cinemas
##shot
sellers
##uman
peek
epa
kindly
neglect
simpsons
talon
mausoleum
runaway
hangul
lookout
##cic
rewards
coughed
acquainted
chloride
##ald
quicker
accordion
neolithic
##qa
artemis
coefficient
lenny
pandora
tx
##xed
ecstasy
litter
segunda
chairperson
gemma
hiss
rumor
vow
nasal
antioch
compensate
patiently
transformers
##eded
judo
morrow
penis
posthumous
philips
bandits
husbands
denote
flaming
##any
##phones
langley
yorker
1760
walters
##uo
##kle
gubernatorial
fatty
samsung
leroy
outlaw
##nine
unpublished
poole
jakob
##ᵢ
##ₙ
crete
distorted
superiority
##dhi
intercept
crust
mig
claus
crashes
positioning
188
stallion
301
frontal
armistice
##estinal
elton
aj
encompassing
camel
commemorated
malaria
woodward
calf
cigar
penetrate
##oso
willard
##rno
##uche
illustrate
amusing
convergence
noteworthy
##lma
##rva
journeys
realise
manfred
##sable
410
##vocation
hearings
fiance
##posed
educators
provoked
adjusting
##cturing
modular
stockton
paterson
vlad
rejects
electors
selena
maureen
##tres
uber
##rce
swirled
##num
proportions
nanny
pawn
naturalist
parma
apostles
awoke
ethel
wen
##bey
monsoon
overview
##inating
mccain
rendition
risky
adorned
##ih
equestrian
germain
nj
conspicuous
confirming
##yoshi
shivering
##imeter
milestone
rumours
flinched
bounds
smacked
token
##bei
lectured
automobiles
##shore
impacted
##iable
nouns
nero
##leaf
ismail
prostitute
trams
##lace
bridget
sud
stimulus
impressions
reins
revolves
##oud
##gned
giro
honeymoon
##swell
criterion
##sms
##uil
libyan
prefers
##osition
211
preview
sucks
accusation
bursts
metaphor
diffusion
tolerate
faye
betting
cinematographer
liturgical
specials
bitterly
humboldt
##ckle
flux
rattled
##itzer
archaeologists
odor
authorised
marshes
discretion
##ов
alarmed
archaic
inverse
##leton
explorers
##pine
drummond
tsunami
woodlands
##minate
##tland
booklet
insanity
owning
insert
crafted
calculus
##tore
receivers
##bt
stung
##eca
##nched
prevailing
travellers
eyeing
lila
graphs
##borne
178
julien
##won
morale
adaptive
therapist
erica
cw
libertarian
bowman
pitches
vita
##ional
crook
##ads
##entation
caledonia
mutiny
##sible
1840s
automation
##ß
flock
##pia
ironic
pathology
##imus
remarried
##22
joker
withstand
energies
##att
shropshire
hostages
madeleine
tentatively
conflicting
mateo
recipes
euros
ol
mercenaries
nico
##ndon
albuquerque
augmented
mythical
bel
freud
##child
cough
##lica
365
freddy
lillian
genetically
nuremberg
calder
209
bonn
outdoors
paste
suns
urgency
vin
restraint
tyson
##cera
##selle
barrage
bethlehem
kahn
##par
mounts
nippon
barony
happier
ryu
makeshift
sheldon
blushed
castillo
barking
listener
taped
bethel
fluent
headlines
pornography
rum
disclosure
sighing
mace
doubling
gunther
manly
##plex
rt
interventions
physiological
forwards
emerges
##tooth
##gny
compliment
rib
recession
visibly
barge
faults
connector
exquisite
prefect
##rlin
patio
##cured
elevators
brandt
italics
pena
173
wasp
satin
ea
botswana
graceful
respectable
##jima
##rter
##oic
franciscan
generates
##dl
alfredo
disgusting
##olate
##iously
sherwood
warns
cod
promo
cheryl
sino
##ة
##escu
twitch
##zhi
brownish
thom
ortiz
##dron
densely
##beat
carmel
reinforce
##bana
187
anastasia
downhill
vertex
contaminated
remembrance
harmonic
homework
##sol
fiancee
gears
olds
angelica
loft
ramsay
quiz
colliery
sevens
##cape
autism
##hil
walkway
##boats
ruben
abnormal
ounce
khmer
##bbe
zachary
bedside
morphology
punching
##olar
sparrow
convinces
##35
hewitt
queer
remastered
rods
mabel
solemn
notified
lyricist
symmetric
##xide
174
encore
passports
wildcats
##uni
baja
##pac
mildly
##ease
bleed
commodity
mounds
glossy
orchestras
##omo
damian
prelude
ambitions
##vet
awhile
remotely
##aud
asserts
imply
##iques
distinctly
modelling
remedy
##dded
windshield
dani
xiao
##endra
audible
powerplant
1300
invalid
elemental
acquisitions
##hala
immaculate
libby
plata
smuggling
ventilation
denoted
minh
##morphism
430
differed
dion
kelley
lore
mocking
sabbath
spikes
hygiene
drown
runoff
stylized
tally
liberated
aux
interpreter
righteous
aba
siren
reaper
pearce
millie
##cier
##yra
gaius
##iso
captures
##ttering
dorm
claudio
##sic
benches
knighted
blackness
##ored
discount
fumble
oxidation
routed
##ς
novak
perpendicular
spoiled
fracture
splits
##urt
pads
topology
##cats
axes
fortunate
offenders
protestants
esteem
221
broadband
convened
frankly
hound
prototypes
isil
facilitated
keel
##sher
sahara
awaited
bubba
orb
prosecutors
186
hem
520
##xing
relaxing
remnant
romney
sorted
slalom
stefano
ulrich
##active
exemption
folder
pauses
foliage
hitchcock
epithet
204
criticisms
##aca
ballistic
brody
hinduism
chaotic
youths
equals
##pala
pts
thicker
analogous
capitalist
improvised
overseeing
sinatra
ascended
beverage
##tl
straightforward
##kon
curran
##west
bois
325
induce
surveying
emperors
sax
unpopular
##kk
cartoonist
fused
##mble
unto
##yuki
localities
##cko
##ln
darlington
slain
academie
lobbying
sediment
puzzles
##grass
defiance
dickens
manifest
tongues
alumnus
arbor
coincide
184
appalachian
mustafa
examiner
cabaret
traumatic
yves
bracelet
draining
heroin
magnum
baths
odessa
consonants
mitsubishi
##gua
kellan
vaudeville
##fr
joked
null
straps
probation
##ław
ceded
interfaces
##pas
##zawa
blinding
viet
224
rothschild
museo
640
huddersfield
##vr
tactic
##storm
brackets
dazed
incorrectly
##vu
reg
glazed
fearful
manifold
benefited
irony
##sun
stumbling
##rte
willingness
balkans
mei
wraps
##aba
injected
##lea
gu
syed
harmless
##hammer
bray
takeoff
poppy
timor
cardboard
astronaut
purdue
weeping
southbound
cursing
stalls
diagonal
##neer
lamar
bryce
comte
weekdays
harrington
##uba
negatively
##see
lays
grouping
##cken
##henko
affirmed
halle
modernist
##lai
hodges
smelling
aristocratic
baptized
dismiss
justification
oilers
##now
coupling
qin
snack
healer
##qing
gardener
layla
battled
formulated
stephenson
gravitational
##gill
##jun
1768
granny
coordinating
suites
##cd
##ioned
monarchs
##cote
##hips
sep
blended
apr
barrister
deposition
fia
mina
policemen
paranoid
##pressed
churchyard
covert
crumpled
creep
abandoning
tr
transmit
conceal
barr
understands
readiness
spire
##cology
##enia
##erry
610
startling
unlock
vida
bowled
slots
##nat
##islav
spaced
trusting
admire
rig
##ink
slack
##70
mv
207
casualty
##wei
classmates
##odes
##rar
##rked
amherst
furnished
evolve
foundry
menace
mead
##lein
flu
wesleyan
##kled
monterey
webber
##vos
wil
##mith
##на
bartholomew
justices
restrained
##cke
amenities
191
mediated
sewage
trenches
ml
mainz
##thus
1800s
##cula
##inski
caine
bonding
213
converts
spheres
superseded
marianne
crypt
sweaty
ensign
historia
##br
spruce
##post
##ask
forks
thoughtfully
yukon
pamphlet
ames
##uter
karma
##yya
bryn
negotiation
sighs
incapable
##mbre
##ntial
actresses
taft
##mill
luce
prevailed
##amine
1773
motionless
envoy
testify
investing
sculpted
instructors
provence
kali
cullen
horseback
##while
goodwin
##jos
gaa
norte
##ldon
modify
wavelength
abd
214
skinned
sprinter
forecast
scheduling
marries
squared
tentative
##chman
boer
##isch
bolts
swap
fisherman
assyrian
impatiently
guthrie
martins
murdoch
194
tanya
nicely
dolly
lacy
med
##45
syn
decks
fashionable
millionaire
##ust
surfing
##ml
##ision
heaved
tammy
consulate
attendees
routinely
197
fuse
saxophonist
backseat
malaya
##lord
scowl
tau
##ishly
193
sighted
steaming
##rks
303
911
##holes
##hong
ching
##wife
bless
conserved
jurassic
stacey
unix
zion
chunk
rigorous
blaine
198
peabody
slayer
dismay
brewers
nz
##jer
det
##glia
glover
postwar
int
penetration
sylvester
imitation
vertically
airlift
heiress
knoxville
viva
##uin
390
macon
##rim
##fighter
##gonal
janice
##orescence
##wari
marius
belongings
leicestershire
196
blanco
inverted
preseason
sanity
sobbing
##due
##elt
##dled
collingwood
regeneration
flickering
shortest
##mount
##osi
feminism
##lat
sherlock
cabinets
fumbled
northbound
precedent
snaps
##mme
researching
##akes
guillaume
insights
manipulated
vapor
neighbour
sap
gangster
frey
f1
stalking
scarcely
callie
barnett
tendencies
audi
doomed
assessing
slung
panchayat
ambiguous
bartlett
##etto
distributing
violating
wolverhampton
##hetic
swami
histoire
##urus
liable
pounder
groin
hussain
larsen
popping
surprises
##atter
vie
curt
##station
mute
relocate
musicals
authorization
richter
##sef
immortality
tna
bombings
##press
deteriorated
yiddish
##acious
robbed
colchester
cs
pmid
ao
verified
balancing
apostle
swayed
recognizable
oxfordshire
retention
nottinghamshire
contender
judd
invitational
shrimp
uhf
##icient
cleaner
longitudinal
tanker
##mur
acronym
broker
koppen
sundance
suppliers
##gil
4000
clipped
fuels
petite
##anne
landslide
helene
diversion
populous
landowners
auspices
melville
quantitative
##xes
ferries
nicky
##llus
doo
haunting
roche
carver
downed
unavailable
##pathy
approximation
hiroshima
##hue
garfield
valle
comparatively
keyboardist
traveler
##eit
congestion
calculating
subsidiaries
##bate
serb
modernization
fairies
deepened
ville
averages
##lore
inflammatory
tonga
##itch
co₂
squads
##hea
gigantic
serum
enjoyment
retailer
verona
35th
cis
##phobic
magna
technicians
##vati
arithmetic
##sport
levin
##dation
amtrak
chow
sienna
##eyer
backstage
entrepreneurship
##otic
learnt
tao
##udy
worcestershire
formulation
baggage
hesitant
bali
sabotage
##kari
barren
enhancing
murmur
pl
freshly
putnam
syntax
aces
medicines
resentment
bandwidth
##sier
grins
chili
guido
##sei
framing
implying
gareth
lissa
genevieve
pertaining
admissions
geo
thorpe
proliferation
sato
bela
analyzing
parting
##gor
awakened
##isman
huddled
secrecy
##kling
hush
gentry
540
dungeons
##ego
coasts
##utz
sacrificed
##chule
landowner
mutually
prevalence
programmer
adolescent
disrupted
seaside
gee
trusts
vamp
georgie
##nesian
##iol
schedules
sindh
##market
etched
hm
sparse
bey
beaux
scratching
gliding
unidentified
216
collaborating
gems
jesuits
oro
accumulation
shaping
mbe
anal
##xin
231
enthusiasts
newscast
##egan
janata
dewey
parkinson
179
ankara
biennial
towering
dd
inconsistent
950
##chet
thriving
terminate
cabins
furiously
eats
advocating
donkey
marley
muster
phyllis
leiden
##user
grassland
glittering
iucn
loneliness
217
memorandum
armenians
##ddle
popularized
rhodesia
60s
lame
##illon
sans
bikini
header
orbits
##xx
##finger
##ulator
sharif
spines
biotechnology
strolled
naughty
yates
##wire
fremantle
milo
##mour
abducted
removes
##atin
humming
wonderland
##chrome
##ester
hume
pivotal
##rates
armand
grams
believers
elector
rte
apron
bis
scraped
##yria
endorsement
initials
##llation
eps
dotted
hints
buzzing
emigration
nearer
##tom
indicators
##ulu
coarse
neutron
protectorate
##uze
directional
exploits
pains
loire
1830s
proponents
guggenheim
rabbits
ritchie
305
hectare
inputs
hutton
##raz
verify
##ako
boilers
longitude
##lev
skeletal
yer
emilia
citrus
compromised
##gau
pokemon
prescription
paragraph
eduard
cadillac
attire
categorized
kenyan
weddings
charley
##bourg
entertain
monmouth
##lles
nutrients
davey
mesh
incentive
practised
ecosystems
kemp
subdued
overheard
##rya
bodily
maxim
##nius
apprenticeship
ursula
##fight
lodged
rug
silesian
unconstitutional
patel
inspected
coyote
unbeaten
##hak
34th
disruption
convict
parcel
##cl
##nham
collier
implicated
mallory
##iac
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susannah
winkler
##rber
shia
phelps
sediments
graphical
robotic
##sner
adulthood
mart
smoked
##isto
kathryn
clarified
##aran
divides
convictions
oppression
pausing
burying
##mt
federico
mathias
eileen
##tana
kite
hunched
##acies
189
##atz
disadvantage
liza
kinetic
greedy
paradox
yokohama
dowager
trunks
ventured
##gement
gupta
vilnius
olaf
##thest
crimean
hopper
##ej
progressively
arturo
mouthed
arrondissement
##fusion
rubin
simulcast
oceania
##orum
##stra
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busiest
intensely
navigator
cary
##vine
##hini
##bies
fife
rowe
rowland
posing
insurgents
shafts
lawsuits
activate
conor
inward
culturally
garlic
265
##eering
eclectic
##hui
##kee
##nl
furrowed
vargas
meteorological
rendezvous
##aus
culinary
commencement
##dition
quota
##notes
mommy
salaries
overlapping
mule
##iology
##mology
sums
wentworth
##isk
##zione
mainline
subgroup
##illy
hack
plaintiff
verdi
bulb
differentiation
engagements
multinational
supplemented
bertrand
caller
regis
##naire
##sler
##arts
##imated
blossom
propagation
kilometer
viaduct
vineyards
##uate
beckett
optimization
golfer
songwriters
seminal
semitic
thud
volatile
evolving
ridley
##wley
trivial
distributions
scandinavia
jiang
##ject
wrestled
insistence
##dio
emphasizes
napkin
##ods
adjunct
rhyme
##ricted
##eti
hopeless
surrounds
tremble
32nd
smoky
##ntly
oils
medicinal
padded
steer
wilkes
219
255
concessions
hue
uniquely
blinded
landon
yahoo
##lane
hendrix
commemorating
dex
specify
chicks
##ggio
intercity
1400
morley
##torm
highlighting
##oting
pang
oblique
stalled
##liner
flirting
newborn
1769
bishopric
shaved
232
currie
##ush
dharma
spartan
##ooped
favorites
smug
novella
sirens
abusive
creations
espana
##lage
paradigm
semiconductor
sheen
##rdo
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##zak
nrl
renew
##pose
##tur
adjutant
marches
norma
##enity
ineffective
weimar
grunt
##gat
lordship
plotting
expenditure
infringement
lbs
refrain
av
mimi
mistakenly
postmaster
1771
##bara
ras
motorsports
tito
199
subjective
##zza
bully
stew
##kaya
prescott
1a
##raphic
##zam
bids
styling
paranormal
reeve
sneaking
exploding
katz
akbar
migrant
syllables
indefinitely
##ogical
destroys
replaces
applause
##phine
pest
##fide
218
articulated
bertie
##thing
##cars
##ptic
courtroom
crowley
aesthetics
cummings
tehsil
hormones
titanic
dangerously
##ibe
stadion
jaenelle
auguste
ciudad
##chu
mysore
partisans
##sio
lucan
philipp
##aly
debating
henley
interiors
##rano
##tious
homecoming
beyonce
usher
henrietta
prepares
weeds
##oman
ely
plucked
##pire
##dable
luxurious
##aq
artifact
password
pasture
juno
maddy
minsk
##dder
##ologies
##rone
assessments
martian
royalist
1765
examines
##mani
##rge
nino
223
parry
scooped
relativity
##eli
##uting
##cao
congregational
noisy
traverse
##agawa
strikeouts
nickelodeon
obituary
transylvania
binds
depictions
polk
trolley
##yed
##lard
breeders
##under
dryly
hokkaido
1762
strengths
stacks
bonaparte
connectivity
neared
prostitutes
stamped
anaheim
gutierrez
sinai
##zzling
bram
fresno
madhya
##86
proton
##lena
##llum
##phon
reelected
wanda
##anus
##lb
ample
distinguishing
##yler
grasping
sermons
tomato
bland
stimulation
avenues
##eux
spreads
scarlett
fern
pentagon
assert
baird
chesapeake
ir
calmed
distortion
fatalities
##olis
correctional
pricing
##astic
##gina
prom
dammit
ying
collaborate
##chia
welterweight
33rd
pointer
substitution
bonded
umpire
communicating
multitude
paddle
##obe
federally
intimacy
##insky
betray
ssr
##lett
##lean
##lves
##therapy
airbus
##tery
functioned
ud
bearer
biomedical
netflix
##hire
##nca
condom
brink
ik
##nical
macy
##bet
flap
gma
experimented
jelly
lavender
##icles
##ulia
munro
##mian
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rye
##rle
60th
gigs
hottest
rotated
predictions
fuji
bu
##erence
##omi
barangay
##fulness
##sas
clocks
##rwood
##liness
cereal
roe
wight
decker
uttered
babu
onion
xml
forcibly
##df
petra
sarcasm
hartley
peeled
storytelling
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fig
harald
greenville
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quartz
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cemeteries
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crossings
nah
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reptiles
chun
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660
corrections
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ambassadors
blacksmith
fielded
fluids
hardcover
turnover
medications
melvin
academies
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colton
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outsider
espionage
kelsey
245
edible
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establishes
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contracting
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costello
nesting
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mma
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sexes
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banning
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differentiate
outfielder
refinery
226
312
gerhard
horde
lair
drastically
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landfall
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quay
skins
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harshly
complementary
murdering
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wreckage
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ono
outstretched
lennox
munitions
galen
reconcile
470
scalp
bicycles
gillespie
questionable
rosenberg
guillermo
hostel
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kabul
volvo
opium
yd
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abuses
decca
outpost
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festivities
bows
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333
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spirituality
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560
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1761
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264
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285
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238
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233
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254
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228
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241
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1756
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246
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242
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251
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1757
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229
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625
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worshipped
aspirations
midday
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fishery
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bournemouth
turk
243
hearth
ethanol
guadalajara
murmurs
sl
##uge
afforded
scripted
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wah
##jn
coroner
translucent
252
memorials
puck
progresses
clumsy
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315
candace
recounted
##27
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filtering
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howl
strata
heron
leveled
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dubious
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citations
exhibiting
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turkic
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injunction
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antibodies
##44
organise
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cardiovascular
cushion
inverness
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dia
cocoa
sibling
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expanse
feasible
tunisian
algiers
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rus
bloomberg
dso
westphalia
bro
tacoma
281
downloads
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konrad
duran
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continuum
jett
compares
legislator
secession
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translating
reacher
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aleppo
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tc
orchards
trapping
linguist
versatile
drumming
postage
calhoun
superiors
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barefoot
leary
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ignacio
alfa
kaplan
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bratislava
mori
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disturb
haas
313
cartridges
gilmore
radiated
salford
tunic
hades
##ulsive
archeological
delilah
magistrates
auditioned
brewster
charters
empowerment
blogs
cappella
dynasties
iroquois
whipping
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raceway
truths
myra
weaken
judah
mcgregor
##horse
mic
refueling
37th
burnley
bosses
markus
premio
query
##gga
dunbar
##economic
darkest
lyndon
sealing
commendation
reappeared
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addicted
ezio
slaughtered
satisfactory
shuffle
##eves
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##uj
fortification
warrington
##otto
resurrected
fargo
mane
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foreword
ox
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abrams
hua
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sakura
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uv
sentimental
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midfield
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sturdy
scrolls
macleod
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entropy
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mitochondrial
cicero
excelled
thinner
convoys
perceive
##oslav
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systematically
grind
burkina
287
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ops
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guantanamo
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forcefully
wavy
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pointless
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layton
portico
superficial
clerical
outlaws
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burials
muir
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creditors
hauling
rattle
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calais
monde
archers
reclaimed
dwell
wexford
hellenic
falsely
remorse
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dough
furnishings
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gabon
neurological
novice
##igraphy
contemplated
pulpit
nightstand
saratoga
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documenting
pulsing
taluk
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busted
marital
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disagreements
wasps
##yes
hodge
mcdonnell
mimic
fran
pendant
dhabi
musa
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congratulations
argent
darrell
concussion
losers
regrets
thessaloniki
reversal
donaldson
hardwood
thence
achilles
ritter
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demonic
jurgen
prophets
goethe
eki
classmate
buff
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yank
irrational
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perished
seductive
qur
sourced
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mustard
ravine
barre
horizontally
characterization
phylogenetic
boise
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##tower
brutally
intercourse
seduce
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fay
ferris
ogden
amar
nik
unarmed
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evaluating
kyrgyzstan
sweetness
##lford
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mccormick
meiji
notoriety
stimulate
disrupt
figuring
instructional
mcgrath
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groundbreaking
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flinch
khorasan
agrarian
bengals
mixer
radiating
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ingram
pitchers
nad
tariff
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tata
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appellate
lehigh
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brawl
duct
texans
##ciation
##ropolis
skipper
speculative
vomit
doctrines
stresses
253
davy
graders
whitehead
jozef
timely
cumulative
haryana
paints
appropriately
boon
cactus
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##pid
dow
legions
##pit
perceptions
1730
picturesque
##yse
periphery
rune
wr
##aha
celtics
sentencing
whoa
##erin
confirms
variance
425
moines
mathews
spade
rave
m1
fronted
fx
blending
alleging
reared
##gl
237
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grassroots
eroded
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directs
ordeal
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accelerate
hacker
rooftop
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lev
buys
cebu
devote
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specialising
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choreographed
repetition
warehouses
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paisley
tuscany
analogy
sorcerer
hash
huts
shards
descends
exclude
nix
chaplin
gaga
ito
vane
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causeway
misconduct
limo
orchestrated
glands
jana
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u2
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branching
contrasts
scoop
longed
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chattanooga
##75
syrup
cornerstone
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careless
precedence
frescoes
##uet
chilled
consult
modelled
snatch
peat
##thermal
caucasian
humane
relaxation
spins
temperance
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occupations
lambda
hybrids
moons
mp3
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247
rolf
societal
yerevan
ness
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befriended
mechanized
nominate
trough
boasted
cues
seater
##hom
bends
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conductors
emptiness
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eurasian
adriatic
tian
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anxiously
lark
propellers
chichester
jock
ev
2a
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credible
recounts
tori
loyalist
abduction
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nepali
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ventral
tempting
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steered
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javelin
dipping
laborers
prentice
looming
titanium
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badges
emir
tensor
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egyptians
rash
denies
hawthorne
lombard
showers
wehrmacht
dietary
trojan
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welles
executing
horseshoe
lifeboat
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elsa
infirmary
nearing
roberta
boyer
mutter
trillion
joanne
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sinks
vortex
uruguayan
clasp
sirius
##block
accelerator
prohibit
sunken
byu
chronological
diplomats
ochreous
510
symmetrical
1644
maia
##tology
salts
reigns
atrocities
##ия
hess
bared
issn
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cater
saturated
##cycle
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sable
voyager
dyer
yusuf
##inge
fountains
wolff
##39
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engraving
rollins
atheist
ominous
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herr
chariot
martina
strung
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horrific
sahib
gazes
saetan
erased
ptolemy
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flushing
lauderdale
analytic
##ices
530
navarro
beak
gorilla
herrera
broom
guadalupe
raiding
sykes
311
bsc
deliveries
1720
invasions
carmichael
tajikistan
thematic
ecumenical
sentiments
onstage
##rians
##brand
##sume
catastrophic
flanks
molten
##arns
waller
aimee
terminating
##icing
alternately
##oche
nehru
printers
outraged
##eving
empires
template
banners
repetitive
za
##oise
vegetarian
##tell
guiana
opt
cavendish
lucknow
synthesized
##hani
##mada
finalized
##ctable
fictitious
mayoral
unreliable
##enham
embracing
peppers
rbis
##chio
##neo
inhibition
slashed
togo
orderly
embroidered
safari
salty
236
barron
benito
totaled
##dak
pubs
simulated
caden
devin
tolkien
momma
welding
sesame
##ept
gottingen
hardness
630
shaman
temeraire
620
adequately
pediatric
##kit
ck
assertion
radicals
composure
cadence
seafood
beaufort
lazarus
mani
warily
cunning
kurdistan
249
cantata
##kir
ares
##41
##clusive
nape
townland
geared
insulted
flutter
boating
violate
draper
dumping
malmo
##hh
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firearm
alta
bono
obscured
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exceeds
panorama
unbelievable
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preschool
##essed
disconnected
installing
rescuing
secretaries
accessibility
##castle
##drive
##ifice
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bouts
slug
waterway
mindanao
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##ratic
halves
##ل
calming
liter
maternity
adorable
bragg
electrification
mcc
##dote
roxy
schizophrenia
##body
munoz
kaye
whaling
239
mil
tingling
tolerant
##ago
unconventional
volcanoes
##finder
deportivo
##llie
robson
kaufman
neuroscience
wai
deportation
masovian
scraping
converse
##bh
hacking
bulge
##oun
administratively
yao
580
amp
mammoth
booster
claremont
hooper
nomenclature
pursuits
mclaughlin
melinda
##sul
catfish
barclay
substrates
taxa
zee
originals
kimberly
packets
padma
##ality
borrowing
ostensibly
solvent
##bri
##genesis
##mist
lukas
shreveport
veracruz
##ь
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cheney
tt
anatolia
hobbs
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cyclic
radiant
alistair
greenish
siena
dat
independents
##bation
conform
pieter
hyper
applicant
bradshaw
spores
telangana
vinci
inexpensive
nuclei
322
jang
nme
soho
spd
##ign
cradled
receptionist
pow
##43
##rika
fascism
##ifer
experimenting
##ading
##iec
##region
345
jocelyn
maris
stair
nocturnal
toro
constabulary
elgin
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msc
##giving
##schen
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doherty
doping
sarcastically
batter
maneuvers
##cano
##apple
##gai
##git
intrinsic
##nst
##stor
1753
showtime
cafes
gasps
lviv
ushered
##thed
fours
restart
astonishment
transmitting
flyer
shrugs
##sau
intriguing
cones
dictated
mushrooms
medial
##kovsky
##elman
escorting
gaped
##26
godfather
##door
##sell
djs
recaptured
timetable
vila
1710
3a
aerodrome
mortals
scientology
##orne
angelina
mag
convection
unpaid
insertion
intermittent
lego
##nated
endeavor
kota
pereira
##lz
304
bwv
glamorgan
insults
agatha
fey
##cend
fleetwood
mahogany
protruding
steamship
zeta
##arty
mcguire
suspense
##sphere
advising
urges
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hurriedly
meteor
gilded
inline
arroyo
stalker
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excitedly
revered
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earle
introductory
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mutants
puff
pulses
reinforcement
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curses
lizards
stalk
correlated
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fallout
macquarie
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bearded
denton
heaving
802
##ocation
winery
assign
dortmund
##lkirk
everest
invariant
charismatic
susie
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bled
lesley
telegram
sumner
bk
##ogen
##к
wilcox
needy
colbert
duval
##iferous
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allotted
attends
imperative
##hita
replacements
hawker
##inda
insurgency
##zee
##eke
casts
##yla
680
ives
transitioned
##pack
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authoritative
baylor
flex
cringed
plaintiffs
woodrow
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drastic
ape
aroma
unfolded
commotion
nt
preoccupied
theta
routines
lasers
privatization
wand
domino
ek
clenching
nsa
strategically
showered
bile
handkerchief
pere
storing
christophe
insulting
316
nakamura
romani
asiatic
magdalena
palma
cruises
stripping
405
konstantin
soaring
##berman
colloquially
forerunner
havilland
incarcerated
parasites
sincerity
##utus
disks
plank
saigon
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corbin
homo
ornaments
powerhouse
##tlement
chong
fastened
feasibility
idf
morphological
usable
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aqueduct
jaguars
keepers
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aleksandr
faust
assigns
ewing
bacterium
hurled
tricky
hungarians
integers
wallis
321
yamaha
##isha
hushed
oblivion
aviator
evangelist
friars
##eller
monograph
ode
##nary
airplanes
labourers
charms
##nee
1661
hagen
tnt
rudder
fiesta
transcript
dorothea
ska
inhibitor
maccabi
retorted
raining
encompassed
clauses
menacing
1642
lineman
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vamps
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gloom
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dealings
easing
seekers
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helens
unmanned
##anu
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basics
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adjustments
1688
brutality
horne
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sui
##55
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aggregator
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rhino
##drick
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counters
zoom
##01
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mn
montenegrin
packard
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##♭
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reclaim
scholastic
thugs
pulsed
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syriac
quan
saddam
banda
kobe
blaming
buddies
dissent
##lusion
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corbett
jaya
delle
erratic
lexie
##hesis
435
amiga
hermes
##pressing
##leen
chapels
gospels
jamal
##uating
compute
revolving
warp
##sso
##thes
armory
##eras
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antrim
loki
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braid
handwriting
subdistrict
funky
pantheon
##iculate
concurrency
estimation
improper
juliana
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newcomers
johnstone
staten
communicated
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sausage
stormy
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superfamily
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acidic
collateral
tabloid
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bladder
austen
##ellant
mcgraw
##hay
hannibal
mein
aquino
lucifer
wo
badger
boar
cher
christensen
greenberg
interruption
##kken
jem
244
mocked
bottoms
cambridgeshire
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sprawling
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eastwood
ghent
synth
##buck
advisers
##bah
nominally
hapoel
qu
daggers
estranged
fabricated
towels
vinnie
wcw
misunderstanding
anglia
nothin
unmistakable
##dust
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chilly
marquette
truss
##edge
##erine
reece
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##chemist
##connected
272
308
41st
bash
raion
waterfalls
##ump
##main
labyrinth
queue
theorist
##istle
bharatiya
flexed
soundtracks
rooney
leftist
patrolling
wharton
plainly
alleviate
eastman
schuster
topographic
engages
immensely
unbearable
fairchild
1620
dona
lurking
parisian
oliveira
ia
indictment
hahn
bangladeshi
##aster
vivo
##uming
##ential
antonia
expects
indoors
kildare
harlan
##logue
##ogenic
##sities
forgiven
##wat
childish
tavi
##mide
##orra
plausible
grimm
successively
scooted
##bola
##dget
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spartans
emery
flatly
azure
epilogue
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flourish
##iny
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##oshi
bestseller
distressed
receipt
spitting
hermit
topological
##cot
drilled
subunit
francs
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eel
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##itas
octopus
footprint
petitions
ufo
##say
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interfering
leaking
palo
##metry
thistle
valiant
##pic
narayan
mcpherson
##fast
gonzales
##ym
##enne
dustin
novgorod
solos
##zman
doin
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##patient
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soluble
ashland
cuffs
carole
pendleton
whistling
vassal
##river
deviation
revisited
constituents
rallied
rotate
loomed
##eil
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amateurs
augsburg
auschwitz
crowns
skeletons
##cona
bonnet
257
dummy
globalization
simeon
sleeper
mandal
differentiated
##crow
##mare
milne
bundled
exasperated
talmud
owes
segregated
##feng
##uary
dentist
piracy
props
##rang
devlin
##torium
malicious
paws
##laid
dependency
##ergy
##fers
##enna
258
pistons
rourke
jed
grammatical
tres
maha
wig
512
ghostly
jayne
##achal
##creen
##ilis
##lins
##rence
designate
##with
arrogance
cambodian
clones
showdown
throttle
twain
##ception
lobes
metz
nagoya
335
braking
##furt
385
roaming
##minster
amin
crippled
##37
##llary
indifferent
hoffmann
idols
intimidating
1751
261
influenza
memo
onions
1748
bandage
consciously
##landa
##rage
clandestine
observes
swiped
tangle
##ener
##jected
##trum
##bill
##lta
hugs
congresses
josiah
spirited
##dek
humanist
managerial
filmmaking
inmate
rhymes
debuting
grimsby
ur
##laze
duplicate
vigor
##tf
republished
bolshevik
refurbishment
antibiotics
martini
methane
newscasts
royale
horizons
levant
iain
visas
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paler
##around
manifestation
snuck
alf
chop
futile
pedestal
rehab
##kat
bmg
kerman
res
fairbanks
jarrett
abstraction
saharan
##zek
1746
procedural
clearer
kincaid
sash
luciano
##ffey
crunch
helmut
##vara
revolutionaries
##tute
creamy
leach
##mmon
1747
permitting
nes
plight
wendell
##lese
contra
ts
clancy
ipa
mach
staples
autopsy
disturbances
nueva
karin
pontiac
##uding
proxy
venerable
haunt
leto
bergman
expands
##helm
wal
##pipe
canning
celine
cords
obesity
##enary
intrusion
planner
##phate
reasoned
sequencing
307
harrow
##chon
##dora
marred
mcintyre
repay
tarzan
darting
248
harrisburg
margarita
repulsed
##hur
##lding
belinda
hamburger
novo
compliant
runways
bingham
registrar
skyscraper
ic
cuthbert
improvisation
livelihood
##corp
##elial
admiring
##dened
sporadic
believer
casablanca
popcorn
##29
asha
shovel
##bek
##dice
coiled
tangible
##dez
casper
elsie
resin
tenderness
rectory
##ivision
avail
sonar
##mori
boutique
##dier
guerre
bathed
upbringing
vaulted
sandals
blessings
##naut
##utnant
1680
306
foxes
pia
corrosion
hesitantly
confederates
crystalline
footprints
shapiro
tirana
valentin
drones
45th
microscope
shipments
texted
inquisition
wry
guernsey
unauthorized
resigning
760
ripple
schubert
stu
reassure
felony
##ardo
brittle
koreans
##havan
##ives
dun
implicit
tyres
##aldi
##lth
magnolia
##ehan
##puri
##poulos
aggressively
fei
gr
familiarity
##poo
indicative
##trust
fundamentally
jimmie
overrun
395
anchors
moans
##opus
britannia
armagh
##ggle
purposely
seizing
##vao
bewildered
mundane
avoidance
cosmopolitan
geometridae
quartermaster
caf
415
chatter
engulfed
gleam
purge
##icate
juliette
jurisprudence
guerra
revisions
##bn
casimir
brew
##jm
1749
clapton
cloudy
conde
hermitage
278
simulations
torches
vincenzo
matteo
##rill
hidalgo
booming
westbound
accomplishment
tentacles
unaffected
##sius
annabelle
flopped
sloping
##litz
dreamer
interceptor
vu
##loh
consecration
copying
messaging
breaker
climates
hospitalized
1752
torino
afternoons
winfield
witnessing
##teacher
breakers
choirs
sawmill
coldly
##ege
sipping
haste
uninhabited
conical
bibliography
pamphlets
severn
edict
##oca
deux
illnesses
grips
##pl
rehearsals
sis
thinkers
tame
##keepers
1690
acacia
reformer
##osed
##rys
shuffling
##iring
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eastbound
ionic
rhea
flees
littered
##oum
rocker
vomiting
groaning
champ
overwhelmingly
civilizations
paces
sloop
adoptive
##tish
skaters
##vres
aiding
mango
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288
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erika
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570
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309
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271
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276
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268
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orton
266
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263
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328
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1727
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273
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323
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267
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283
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277
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274
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279
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radically
292
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412
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299
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314
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282
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355
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319
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317
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1737
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284
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293
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deng
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521
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318
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1621
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289
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291
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1675
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296
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324
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298
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1666
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1683
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1638
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297
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356
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411
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417
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331
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1667
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343
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354
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1629
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336
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1738
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441
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402
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294
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326
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1086
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475
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1580
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1659
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1726
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341
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whitehall
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1703
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1656
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1731
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1729
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327
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351
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consultative
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flop
kaitlyn
mergers
parenting
somber
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vidhan
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courtship
exemplified
harmonies
medallist
refining
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amara
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780
goalscorer
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overshadowed
rohan
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secretive
multiplied
osman
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engravings
padre
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miniatures
mis
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clap
pali
rook
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1692
57th
antennae
astro
oskar
1628
bulldog
crotch
hackett
yucatan
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amplifiers
brno
ferrara
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thanking
turing
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mccann
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ganga
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furry
memorabilia
probing
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payton
rec
deutschland
filippo
opaque
seamen
zenith
afrikaans
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disciplined
inspirational
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banco
confuse
grafton
tod
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championed
simi
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biplane
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electrode
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1697
cleavage
crossbow
swirl
informant
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afi
bonfire
spec
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slump
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1016
facades
borg
inwardly
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xl
pointedly
050
stabilization
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chests
1699
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orthogonal
suzy
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jacobite
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ashby
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1604
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1611
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esa
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shamrock
1646
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malabar
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referencing
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isotope
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1652
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352
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bf
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407
bathrooms
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ideally
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505
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friendships
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1623
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vikram
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770
ghz
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reckon
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55th
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1651
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avila
cai
metaphysical
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samba
56th
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aachen
condoms
dali
steppe
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422
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militias
postdoctoral
eugen
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philology
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rn
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495
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contentious
1653
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1705
332
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381
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nosed
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================================================
FILE: data/outputs/train_data_with_clean.csv
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Title,Web,Category,Fetched_Title,Abstract,Authors,Journal,Keywords,title_clean
"A Grand Unification of Quantum Algorithms - John M. Martyn, Zane M. Rossi, Andrew K. Tan, Isaac L. Chuang",https://arxiv.org/abs/2105.02859,,A Grand Unification of Quantum Algorithms,"Quantum algorithms offer significant speedups over their classical
counterparts for a variety of problems. The strongest arguments for this
advantage are borne by algorithms for quantum search, quantum phase estimation,
and Hamiltonian simulation, which appear as subroutines for large families of
composite quantum algorithms. A number of these quantum algorithms were
recently tied together by a novel technique known as the quantum singular value
transformation (QSVT), which enables one to perform a polynomial transformation
of the singular values of a linear operator embedded in a unitary matrix. In
the seminal GSLW'19 paper on QSVT [Gily\'en, Su, Low, and Wiebe, ACM STOC
2019], many algorithms are encompassed, including amplitude amplification,
methods for the quantum linear systems problem, and quantum simulation. Here,
we provide a pedagogical tutorial through these developments, first
illustrating how quantum signal processing may be generalized to the quantum
eigenvalue transform, from which QSVT naturally emerges. Paralleling GSLW'19,
we then employ QSVT to construct intuitive quantum algorithms for search, phase
estimation, and Hamiltonian simulation, and also showcase algorithms for the
eigenvalue threshold problem and matrix inversion. This overview illustrates
how QSVT is a single framework comprising the three major quantum algorithms,
thus suggesting a grand unification of quantum algorithms.","John M. Martyn, Zane M. Rossi, Andrew K. Tan, Isaac L. Chuang",arXiv,quant-ph,"john_m._martyn andrew_k._tan isaac_l._chuang a grand unification of_quantum algorithms - john m. martyn , zane m. rossi , andrew k. tan , isaac l. chuang"
A photonic cluster state machine gun,https://arxiv.org/abs/0810.2587,Quantum Photonics,A photonic cluster state machine gun,"We present a method to convert certain single photon sources into devices
capable of emitting large strings of photonic cluster state in a controlled and
pulsed ""on demand"" manner. Such sources would greatly reduce the resources
required to achieve linear optical quantum computation. Standard spin errors,
such as dephasing, are shown to affect only 1 or 2 of the emitted photons at a
time. This allows for the use of standard fault tolerance techniques, and shows
that the photonic machine gun can be fired for arbitrarily long times. Using
realistic parameters for current quantum dot sources, we conclude high
entangled-photon emission rates are achievable, with Pauli-error rates per
photon of less than 0.2%. For quantum dot sources the method has the added
advantage of alleviating the problematic issues of obtaining identical photons
from independent, non-identical quantum dots, and of exciton dephasing.","Netanel H. Lindner, Terry Rudolph",arXiv,"quant-ph, cond-mat.mes-hall",a photonic cluster state machine gun
"A quantum walk control plane for distributed quantum computing in quantum networks - Matheus Guedes de Andrade, Wenhan Dai, Saikat Guha, Don Towsley",https://arxiv.org/abs/2106.09839,,"A quantum walk control plane for distributed quantum computing in
  quantum networks","Quantum networks are complex systems formed by the interaction among quantum
processors through quantum channels. Analogous to classical computer networks,
quantum networks allow for the distribution of quantum computation among
quantum computers. In this work, we describe a quantum walk protocol to perform
distributed quantum computing in a quantum network. The protocol uses a quantum
walk as a quantum control signal to perform distributed quantum operations. We
consider a generalization of the discrete-time coined quantum walk model that
accounts for the interaction between a quantum walker system in the network
graph with quantum registers inside the network nodes. The protocol logically
captures distributed quantum computing, abstracting hardware implementation and
the transmission of quantum information through channels. Control signal
transmission is mapped to the propagation of the walker system across the
network, while interactions between the control layer and the quantum registers
are embedded into the application of coin operators. We demonstrate how to use
the quantum walker system to perform a distributed CNOT operation, which shows
the universality of the protocol for distributed quantum computing.
Furthermore, we apply the protocol to the task of entanglement distribution in
a quantum network.","Matheus Guedes de Andrade, Wenhan Dai, Saikat Guha, Don Towsley",arXiv,quant-ph,"wenhan_dai don_towsley a quantum walk control plane for distributed_quantum computing in_quantum networks_- matheus guedes de andrade , wenhan dai , saikat guha , don towsley"
"Active learning of quantum system Hamiltonians yields query advantage - Arkopal Dutt, et.al",https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.5.033060,,Active learning of quantum system Hamiltonians yields query advantage,Unknown,"Arkopal Dutt, Edwin Pednault, Chai Wah Wu, Sarah Sheldon, John Smolin, Lev Bishop, Isaac L. Chuang",Physical Review Research,,"active learning of_quantum system hamiltonians yields query advantage - arkopal dutt , et.al"
"Advances in Quantum Cryptography - S. Pirandola, et.al",https://arxiv.org/pdf/1906.01645.pdf,,Advances in Quantum Cryptography,"Quantum cryptography is arguably the fastest growing area in quantum
information science. Novel theoretical protocols are designed on a regular
basis, security proofs are constantly improving, and experiments are gradually
moving from proof-of-principle lab demonstrations to in-field implementations
and technological prototypes. In this review, we provide both a general
introduction and a state of the art description of the recent advances in the
field, both theoretically and experimentally. We start by reviewing protocols
of quantum key distribution based on discrete variable systems. Next we
consider aspects of device independence, satellite challenges, and high rate
protocols based on continuous variable systems. We will then discuss the
ultimate limits of point-to-point private communications and how quantum
repeaters and networks may overcome these restrictions. Finally, we will
discuss some aspects of quantum cryptography beyond standard quantum key
distribution, including quantum data locking and quantum digital signatures.","S. Pirandola, U. L. Andersen, L. Banchi, M. Berta, D. Bunandar, R. Colbeck, D. Englund, T. Gehring, C. Lupo, C. Ottaviani, J. Pereira, M. Razavi, J. S. Shaari, M. Tomamichel, V. C. Usenko, G. Vallone, P. Villoresi, P. Wallden",arXiv,"quant-ph, math-ph, math.MP, physics.app-ph, physics.comp-ph, physics.optics","advances in_quantum cryptography - s. pirandola , et.al"
Advantages and Bottlenecks of Quantum Machine Learning for Remote Sensing,https://arxiv.org/abs/2101.10657,Quantum Machine Learning (QML),"Advantages and Bottlenecks of Quantum Machine Learning for Remote
  Sensing","This concept paper aims to provide a brief outline of quantum computers,
explore existing methods of quantum image classification techniques, so
focusing on remote sensing applications, and discuss the bottlenecks of
performing these algorithms on currently available open source platforms.
Initial results demonstrate feasibility. Next steps include expanding the size
of the quantum hidden layer and increasing the variety of output image options.","Daniela A. Zaidenberg, Alessandro Sebastianelli, Dario Spiller, Bertrand Le Saux, Silvia Liberata Ullo",arXiv,"quant-ph, cs.AI, cs.LG",advantages and bottlenecks of_quantum machine_learning for remote sensing
"All-photonic quantum repeaters - Koji Azuma, Kiyoshi Tamaki & Hoi-Kwong Lo",https://arxiv.org/abs/1309.7207,,All photonic quantum repeaters,"Quantum communication holds promise for unconditionally secure transmission
of secret messages and faithful transfer of unknown quantum states. Photons
appear to be the medium of choice for quantum communication. Owing to photon
losses, robust quantum communication over long lossy channels requires quantum
repeaters. It is widely believed that a necessary and highly demanding
requirement for quantum repeaters is the existence of matter quantum memories
at the repeater nodes. Here we show that such a requirement is, in fact,
unnecessary by introducing the concept of all photonic quantum repeaters based
on flying qubits. As an example of the realization of this concept, we present
a protocol based on photonic cluster state machine guns and a loss-tolerant
measurement equipped with local high-speed active feedforwards. We show that,
with such an all photonic quantum repeater, the communication efficiency still
scales polynomially with the channel distance. Our result paves a new route
toward quantum repeaters with efficient single-photon sources rather than
matter quantum memories.","Koji Azuma, Kiyoshi Tamaki, Hoi-Kwong Lo",arXiv,quant-ph,"quantum_repeaters_-_koji kiyoshi_tamaki_&_hoi-kwong_lo all - photonic quantum_repeaters - koji azuma , kiyoshi tamaki & hoi - kwong lo"
"An Architecture for Meeting Quality-of-Service Requirements in Multi-User Quantum Networks - Matthew Skrzypczyk, Stephanie Wehner",https://arxiv.org/abs/2111.13124,,"An Architecture for Meeting Quality-of-Service Requirements in
  Multi-User Quantum Networks","Quantum communication can enhance internet technology by enabling novel
applications that are provably impossible classically. The successful execution
of such applications relies on the generation of quantum entanglement between
different users of the network which meets stringent performance requirements.
Alongside traditional metrics such as throughput and jitter, one must ensure
the generated entanglement is of sufficiently high quality. Meeting such
performance requirements demands a careful orchestration of many devices in the
network, giving rise to a fundamentally new scheduling problem. Furthermore,
technological limitations of near-term quantum devices impose significant
constraints on scheduling methods hoping to meet performance requirements. In
this work, we propose the first end-to-end design of a centralized quantum
network with multiple users that orchestrates the delivery of entanglement
which meets quality-of-service (QoS) requirements of applications. We achieve
this by using a centrally constructed schedule that manages usage of devices
and ensures the coordinated execution of different quantum operations
throughout the network. We use periodic task scheduling and
resource-constrained project scheduling techniques, including a novel
heuristic, to construct the schedules. Our simulations of four small networks
using hardware-validated network parameters, and of a real-world fiber topology
using futuristic parameters, illustrate trade-offs between traditional and
quantum performance metrics.","Matthew Skrzypczyk, Stephanie Wehner",arXiv,"quant-ph, cs.NI","an architecture for meeting quality - of - service requirements in multi - user quantum_networks - matthew skrzypczyk , stephanie wehner"
Anti-Hong-Ou-Mandel effect with entangled photons,https://arxiv.org/abs/2105.05444,The Hong-Ou-Mandel Effect,Anti-Hong-Ou-Mandel effect with entangled photons,"In the classical Hong-Ou-Mandel (HOM) effect pairs of photons with bosonic
(fermionic) spatial wavefunction coalesce (anti-coalesce) when mixed on a
lossless beamsplitter. Here we report that the presence of dissipation in the
beamsplitter allows the observation of the anti-HOM effect, where bosons
anti-coalesce and fermions show coalescent-like behavior. We provide an
experimental demonstration of the anti-HOM effect for both bosonic and
fermionic two-photon entangled states. Beyond its fundamental significance, the
anti-HOM effect offers applications in quantum information and metrology where
states of entangled photons are dynamically converted.","Anton N. Vetlugin, Ruixiang Guo, Cesare Soci, Nikolay I. Zheludev",arXiv,quant-ph,anti - hong - ou - mandel effect with entangled photons
Assembly and coherent control of a register of nuclear spin qubits,https://arxiv.org/abs/2108.04790,,Assembly and coherent control of a register of nuclear spin qubits,"We introduce an optical tweezer platform for assembling and individually
manipulating a two-dimensional register of nuclear spin qubits. Each nuclear
spin qubit is encoded in the ground $^{1}S_{0}$ manifold of $^{87}$Sr and is
individually manipulated by site-selective addressing beams. We observe that
spin relaxation is negligible after 5 seconds, indicating that $T_1\gg5$ s.
Furthermore, utilizing simultaneous manipulation of subsets of qubits, we
demonstrate significant phase coherence over the entire register, estimating
$T_2^\star = \left(21\pm7\right)$ s and measuring
$T_2^\text{echo}=\left(42\pm6\right)$ s.","Katrina Barnes, Peter Battaglino, Benjamin J. Bloom, Kayleigh Cassella, Robin Coxe, Nicole Crisosto, Jonathan P. King, Stanimir S. Kondov, Krish Kotru, Stuart C. Larsen, Joseph Lauigan, Brian J. Lester, Mickey McDonald, Eli Megidish, Sandeep Narayanaswami, Ciro Nishiguchi, Remy Notermans, Lucas S. Peng, Albert Ryou, Tsung-Yao Wu, Michael Yarwood",arXiv,"quant-ph, physics.atom-ph",assembly and coherent control of a register of nuclear spin qubits
Automated distribution of quantum circuits via hypergraph partitioning,https://arxiv.org/abs/1811.10972,Quantum Circuits,Automated distribution of quantum circuits via hypergraph partitioning,"Quantum algorithms are usually described as monolithic circuits, becoming
large at modest input size. Near-term quantum architectures can only manage a
small number of qubits. We develop an automated method to distribute quantum
circuits over multiple agents, minimising quantum communication between them.
We reduce the problem to hypergraph partitioning and then solve it with
state-of-the-art optimisers. This makes our approach useful in practice, unlike
previous methods. Our implementation is evaluated on five quantum circuits of
practical relevance.","Pablo Andrés-Martínez, Chris Heunen",arXiv,quant-ph,automated distribution of_quantum circuits via hypergraph partitioning
Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer,https://arxiv.org/abs/2010.02905,Quantum Photonics,Blueprint for a Scalable Photonic Fault-Tolerant Quantum Computer,"Photonics is the platform of choice to build a modular, easy-to-network
quantum computer operating at room temperature. However, no concrete
architecture has been presented so far that exploits both the advantages of
qubits encoded into states of light and the modern tools for their generation.
Here we propose such a design for a scalable and fault-tolerant photonic
quantum computer informed by the latest developments in theory and technology.
Central to our architecture is the generation and manipulation of
three-dimensional hybrid resource states comprising both bosonic qubits and
squeezed vacuum states. The proposal enables exploiting state-of-the-art
procedures for the non-deterministic generation of bosonic qubits combined with
the strengths of continuous-variable quantum computation, namely the
implementation of Clifford gates using easy-to-generate squeezed states.
Moreover, the architecture is based on two-dimensional integrated photonic
chips used to produce a qubit cluster state in one temporal and two spatial
dimensions. By reducing the experimental challenges as compared to existing
architectures and by enabling room-temperature quantum computation, our design
opens the door to scalable fabrication and operation, which may allow photonics
to leap-frog other platforms on the path to a quantum computer with millions of
qubits.","J. Eli Bourassa, Rafael N. Alexander, Michael Vasmer, Ashlesha Patil, Ilan Tzitrin, Takaya Matsuura, Daiqin Su, Ben Q. Baragiola, Saikat Guha, Guillaume Dauphinais, Krishna K. Sabapathy, Nicolas C. Menicucci, Ish Dhand",arXiv,quant-ph,blueprint for a scalable photonic fault - tolerant quantum_computer
Bootstrap Embedding on a Quantum Computer,https://arxiv.org/pdf/2301.01457.pdf,Quantum Algorithms,Bootstrap Embedding on a Quantum Computer,"We extend molecular bootstrap embedding to make it appropriate for
implementation on a quantum computer. This enables solution of the electronic
structure problem of a large molecule as an optimization problem for a
composite Lagrangian governing fragments of the total system, in such a way
that fragment solutions can harness the capabilities of quantum computers. By
employing state-of-art quantum subroutines including the quantum SWAP test and
quantum amplitude amplification, we show how a quadratic speedup can be
obtained over the classical algorithm, in principle. Utilization of quantum
computation also allows the algorithm to match -- at little additional
computational cost -- full density matrices at fragment boundaries, instead of
being limited to 1-RDMs. Current quantum computers are small, but quantum
bootstrap embedding provides a potentially generalizable strategy for
harnessing such small machines through quantum fragment matching.","Yuan Liu, Oinam R. Meitei, Zachary E. Chin, Arkopal Dutt, Max Tao, Isaac L. Chuang, Troy Van Voorhis",arXiv,"quant-ph, physics.chem-ph",bootstrap embedding on a quantum_computer
"Classical, quantum and total correlations",https://iopscience.iop.org/article/10.1088/0305-4470/34/35/315,Quantum Information Theory,"Classical, quantum and total correlations",Unknown,"L Henderson, V Vedral",Journal of Physics A: Mathematical and General,,"classical , quantum and total correlations"
"Coherent shuttle of electron-spin states - T. Fujita, T. A. Baart, C. Reichl, W. Wegscheider, L. M. K. Vandersype",https://arxiv.org/abs/1701.00815,,Coherent shuttle of electron-spin states,"We demonstrate a coherent spin shuttle through a GaAs/AlGaAs
quadruple-quantum-dot array. Starting with two electrons in a spin-singlet
state in the first dot, we shuttle one electron over to either the second,
third or fourth dot. We observe that the separated spin-singlet evolves
periodically into the $m=0$ spin-triplet and back before it dephases due to
nuclear spin noise. We attribute the time evolution to differences in the local
Zeeman splitting between the respective dots. With the help of numerical
simulations, we analyse and discuss the visibility of the singlet-triplet
oscillations and connect it to the requirements for coherent spin shuttling in
terms of the inter-dot tunnel coupling strength and rise time of the pulses.
The distribution of entangled spin pairs through tunnel coupled structures may
be of great utility for connecting distant qubit registers on a chip.","T. Fujita, T. A. Baart, C. Reichl, W. Wegscheider, L. M. K. Vandersypen",arXiv,"cond-mat.mes-hall, quant-ph","t._a._baart c._reichl w._wegscheider l._m._k._vandersype coherent shuttle of electron - spin states - t. fujita , t. a. baart , c. reichl , w. wegscheider , l. m. k. vandersype"
"Commercial applications of quantum computing - Francesco Bova, Avi Goldfarb, Roger G. Melko",https://epjquantumtechnology.springeropen.com/articles/10.1140/epjqt/s40507-021-00091-1,,Commercial applications of quantum computing,"AbstractDespite the scientific and engineering challenges facing the development of quantum computers, considerable progress is being made toward applying the technology to commercial applications. In this article, we discuss the solutions that some companies are already building using quantum hardware. Framing these as examples of combinatorics problems, we illustrate their application in four industry verticals: cybersecurity, materials and pharmaceuticals, banking and finance, and advanced manufacturing. While quantum computers are not yet available at the scale needed to solve all of these combinatorics problems, we identify three types of near-term opportunities resulting from advances in quantum computing: quantum-safe encryption, material and drug discovery, and quantum-inspired algorithms.","Francesco Bova, Avi Goldfarb, Roger G. Melko",EPJ Quantum Technology,,"roger_g._melko commercial applications of_quantum computing_- francesco bova , avi goldfarb , roger g. melko"
"Comparing coherent and incoherent models for quantum homogenization - Anna Beever, Maria Violaris, Chiara Marletto, and Vlatko Vedral",https://arxiv.org/pdf/2309.15741.pdf,,Comparing coherent and incoherent models for quantum homogenization,"Here we investigate the role of quantum interference in the quantum
homogenizer, whose convergence properties model a thermalization process. In
the original quantum homogenizer protocol, a system qubit converges to the
state of identical reservoir qubits through partial-swap interactions, that
allow interference between reservoir qubits. We design an alternative,
incoherent quantum homogenizer, where each system-reservoir interaction is
moderated by a control qubit using a controlled-swap interaction. We show that
our incoherent homogenizer satisfies the essential conditions for
homogenization, being able to transform a qubit from any state to any other
state to arbitrary accuracy, with negligible impact on the reservoir qubits'
states. Our results show that the convergence properties of homogenization
machines that are important for modelling thermalization are not dependent on
coherence between qubits in the homogenization protocol. We then derive bounds
on the resources required to re-use the homogenizers for performing state
transformations. This demonstrates that both homogenizers are universal for any
number of homogenizations, for an increased resource cost.","Anna Beever, Maria Violaris, Chiara Marletto, Vlatko Vedral",arXiv,quant-ph,"maria_violaris comparing coherent and incoherent models for_quantum homogenization - anna beever , maria violaris , chiara_marletto , and vlatko_vedral"
"Conservation Laws Reveal the Quantumness of Gravity - Tianfeng Feng, Chiara Marletto, Vlatko Vedral",https://arxiv.org/abs/2311.08971,,Conservation Laws and the Quantization of Gravity,"Adopting general frameworks for quantum-classical dynamics, we analyze the
interaction between quantum matter and a classical gravitational field. We
point out that, assuming conservation of momentum or energy, and assuming that
the dynamics obeys Hamiltonian formalism or a particular decomposition property
set out in the paper, the classical gravitational field cannot change the
momentum or energy of the quantum system, whereas the quantum gravitational
field can do so. Drawing upon the fundamental relationship between conservation
laws and the quantum properties of objects, our analysis offers new
perspectives for the study of quantum gravity and provides a novel
interpretation of existing experimental observations, such as free fall.","Tianfeng Feng, Chiara Marletto, Vlatko Vedral",arXiv,"quant-ph, gr-qc","tianfeng_feng conservation laws reveal the quantumness of gravity - tianfeng feng , chiara_marletto , vlatko_vedral"
"Constructor Theory of Information - David Deutsch, Chiara Marletto",https://arxiv.org/abs/1405.5563,,Constructor Theory of Information,"We present a theory of information expressed solely in terms of which
transformations of physical systems are possible and which are impossible -
i.e. in constructor-theoretic terms. Although it includes conjectured laws of
physics that are directly about information, independently of the details of
particular physical instantiations, it does not regard information as an a
priori mathematical or logical concept, but as something whose nature and
properties are determined by the laws of physics alone. It does not suffer from
the circularity at the foundations of existing information theory (namely that
information and distinguishability are each defined in terms of the other). It
explains the relationship between classical and quantum information, and
reveals the single, constructor-theoretic property underlying the most
distinctive phenomena associated with the latter, including the lack of
in-principle distinguishability of some states, the impossibility of cloning,
the existence of pairs of variables that cannot simultaneously have sharp
values, the fact that measurement processes can be both deterministic and
unpredictable, the irreducible perturbation caused by measurement, and
entanglement (locally inaccessible information).","David Deutsch, Chiara Marletto",arXiv,quant-ph,"constructor_theory of information - david deutsch , chiara_marletto"
Constructor Theory of Life - Chiara Marletto,https://arxiv.org/abs/1407.0681,,Constructor Theory of Life,"Neo-Darwinian evolutionary theory explains how the appearance of purposive
design in the sophisticated adaptations of living organisms can have come about
without their intentionally being designed. The explanation relies crucially on
the possibility of certain physical processes: mainly, gene replication and
natural selection. In this paper I show that for those processes to be possible
without the design of biological adaptations being encoded in the laws of
physics, those laws must have certain other properties. The theory of what
these properties are is not part of evolution theory proper, and has not been
developed, yet without it the neo-Darwinian theory does not fully achieve its
purpose of explaining the appearance of design. To this end I apply Constructor
Theory's new mode of explanation to provide an exact formulation of the
appearance of design, of no-design laws, and of the logic of self-reproduction
and natural selection, within fundamental physics. I conclude that
self-reproduction, replication and natural selection are possible under
no-design laws, the only non-trivial condition being that they allow digital
information to be physically instantiated. This has an exact characterisation
in the constructor theory of information. I also show that under no-design laws
an accurate replicator requires the existence of a ""vehicle"" constituting,
together with the replicator, a self-reproducer.",Chiara Marletto,arXiv,"physics.bio-ph, quant-ph",constructor_theory of life -_chiara marletto
Constructor Theory of Probability,https://arxiv.org/abs/1507.03287,Constructor Theory,Constructor Theory of Probability,"Unitary quantum theory, having no Born Rule, is non-probabilistic. Hence the
notorious problem of reconciling it with the unpredictability and appearance of
stochasticity in quantum measurements. Generalising and improving upon the
so-called 'decision-theoretic approach' (Deutsch, 1999; Wallace, 2003, 2007,
2012), I shall recast that problem in the recently proposed constructor theory
of information - where quantum theory is represented as one of a class of
superinformation theories, which are local, non-probabilistic theories
conforming to certain constructor-theoretic conditions. I prove that the
unpredictability of measurement outcomes (to which I give an exact meaning via
constructor theory), necessarily arises in superinformation theories. Then I
explain how the appearance of stochasticity in (finitely many) repeated
measurements can arise under superinformation theories. And I establish
sufficient conditions for a superinformation theory to inform decisions (made
under it) as if it were probabilistic, via a Deutsch-Wallace-type argument -
thus defining a class of decision-supporting superinformation theories. This
broadens the domain of applicability of that argument to cover
constructor-theory compliant theories. In addition, in this version some of the
argument's assumptions, previously construed as merely decision-theoretic,
follow from physical properties expressed by constructor-theoretic principles.",Chiara Marletto,arXiv,quant-ph,constructor_theory of probability
Constructor Theory of Thermodynamics - Chiara Marletto,https://arxiv.org/abs/1608.02625,,Constructor Theory of Thermodynamics,"All current formulations of thermodynamics invoke some form of
coarse-graining or ensembles as the supposed link between their own laws and
the microscopic laws of motion. They deal only with ensemble-averages,
expectation values, macroscopic limits, infinite heat baths, etc., not with the
details of physical variables of individual microscopic systems. They are
consistent with the laws of motion for finite systems only in certain
approximations, which improve with increasing scale, given various assumptions
about initial conditions which are neither specified precisely nor even thought
to hold exactly in nature. Here I propose a new formulation of the zeroth,
first and second laws, improving upon the axiomatic approach to thermodynamics
(Carath\'eodory, 1909; Lieb & Yngvason, 1999), via the principles of the
recently proposed constructor theory. Specifically, I provide a
non-approximative, scale-independent formulation of 'adiabatic accessibility';
this in turn provides a non-approximative, scale-independent distinction
between work and heat and reveals an unexpected connection between information
theory and the first law of thermodynamics (not just the second). It also
achieves the long-sought unification of the axiomatic approach with Kelvin's.",Chiara Marletto,arXiv,physics.class-ph,constructor_theory of thermodynamics -_chiara marletto
Continued Fractions and Probability Estimations in Shor’s Algorithm: A Detailed and Self-Contained Treatise -Johanna Barzen and Frank Leymann,https://arxiv.org/abs/2205.01925,,"Continued Fractions and Probability Estimations in the Shor Algorithm --
  A Detailed and Self-Contained Treatise","The algorithm of Shor for prime factorization is a hybrid algorithm
consisting of a quantum part and a classical part. The main focus of the
classical part is a continued fraction analysis. The presentation of this is
often short, pointing to text books on number theory. In this contribution, we
present the relevant results and proofs from the theory of continued fractions
in detail (even in more detail than in text books) filling the gap to allow a
complete comprehension of the algorithm of Shor. Similarly, we provide a
detailed computation of the estimation of the probability that convergents will
provide the period required for determining a prime factor.","Johanna Barzen, Frank Leymann",arXiv,"math.HO, math.NT, quant-ph",frank_leymann continued fractions and probability estimations in shor ’s algorithm : a detailed and self - contained treatise -johanna barzen and frank leymann
"Quantum Data Center: Theories and Applications - Junyu Liu, Connor T. Hann, and Liang Jiang1",https://arxiv.org/abs/2207.14336,,Data centers with quantum random access memory and quantum networks,"In this paper, we propose the Quantum Data Center (QDC), an architecture
combining Quantum Random Access Memory (QRAM) and quantum networks. We give a
precise definition of QDC, and discuss its possible realizations and
extensions. We discuss applications of QDC in quantum computation, quantum
communication, and quantum sensing, with a primary focus on QDC for $T$-gate
resources, QDC for multi-party private quantum communication, and QDC for
distributed sensing through data compression. We show that QDC will provide
efficient, private, and fast services as a future version of data centers.","Junyu Liu, Connor T. Hann, Liang Jiang",arXiv,"quant-ph, cs.DC, cs.LG","quantum_data junyu_liu connor_t._hann liang_jiang1 quantum data center : theories and applications - junyu liu , connor t. hann , and liang jiang1"
Deep Learning with Coherent Nanophotonic Circuits - Yichen Shen,https://arxiv.org/pdf/1610.02365.pdf,,Deep Learning with Coherent Nanophotonic Circuits,"Artificial Neural Networks are computational network models inspired by
signal processing in the brain. These models have dramatically improved the
performance of many learning tasks, including speech and object recognition.
However, today's computing hardware is inefficient at implementing neural
networks, in large part because much of it was designed for von Neumann
computing schemes. Significant effort has been made to develop electronic
architectures tuned to implement artificial neural networks that improve upon
both computational speed and energy efficiency. Here, we propose a new
architecture for a fully-optical neural network that, using unique advantages
of optics, promises a computational speed enhancement of at least two orders of
magnitude over the state-of-the-art and three orders of magnitude in power
efficiency for conventional learning tasks. We experimentally demonstrate
essential parts of our architecture using a programmable nanophotonic
processor.","Yichen Shen, Nicholas C. Harris, Scott Skirlo, Mihika Prabhu, Tom Baehr-Jones, Michael Hochberg, Xin Sun, Shijie Zhao, Hugo Larochelle, Dirk Englund, Marin Soljacic",arXiv,"physics.optics, physics.comp-ph",deep learning with coherent nanophotonic circuits - yichen shen
Designing a Quantum Network Protocol,https://arxiv.org/abs/2010.02575,Quantum Protocol Design,Designing a Quantum Network Protocol,"The second quantum revolution brings with it the promise of a quantum
internet. As the first quantum network hardware prototypes near completion new
challenges emerge. A functional network is more than just the physical
hardware, yet work on scalable quantum network systems is in its infancy. In
this paper we present a quantum network protocol designed to enable end-to-end
quantum communication in the face of the new fundamental and technical
challenges brought by quantum mechanics. We develop a quantum data plane
protocol that enables end-to-end quantum communication and can serve as a
building block for more complex services. One of the key challenges in
near-term quantum technology is decoherence -- the gradual decay of quantum
information -- which imposes extremely stringent limits on storage times. Our
protocol is designed to be efficient in the face of short quantum memory
lifetimes. We demonstrate this using a simulator for quantum networks and show
that the protocol is able to deliver its service even in the face of
significant losses due to decoherence. Finally, we conclude by showing that the
protocol remains functional on the extremely resource limited hardware that is
being developed today underlining the timeliness of this work.","Wojciech Kozlowski, Axel Dahlberg, Stephanie Wehner",arXiv,"cs.NI, quant-ph",designing a quantum network protocol
Disentangling Hype from Practicality: On Realistically Achieving Quantum Advantage,https://arxiv.org/pdf/2307.00523.pdf,Quantum Markets and Hype,"Disentangling Hype from Practicality: On Realistically Achieving Quantum
  Advantage","Quantum computers offer a new paradigm of computing with the potential to
vastly outperform any imagineable classical computer. This has caused a gold
rush towards new quantum algorithms and hardware. In light of the growing
expectations and hype surrounding quantum computing we ask the question which
are the promising applications to realize quantum advantage. We argue that
small data problems and quantum algorithms with super-quadratic speedups are
essential to make quantum computers useful in practice. With these guidelines
one can separate promising applications for quantum computing from those where
classical solutions should be pursued. While most of the proposed quantum
algorithms and applications do not achieve the necessary speedups to be
considered practical, we already see a huge potential in material science and
chemistry. We expect further applications to be developed based on our
guidelines.","Torsten Hoefler, Thomas Haener, Matthias Troyer",arXiv,"quant-ph, cs.DS, cs.PF, physics.pop-ph",disentangling hype from practicality : on realistically achieving quantum advantage
"Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing - M. Cerezo et. al.",https://arxiv.org/pdf/2312.09121.pdf,,"Does provable absence of barren plateaus imply classical simulability?
  Or, why we need to rethink variational quantum computing","A large amount of effort has recently been put into understanding the barren
plateau phenomenon. In this perspective article, we face the increasingly loud
elephant in the room and ask a question that has been hinted at by many but not
explicitly addressed: Can the structure that allows one to avoid barren
plateaus also be leveraged to efficiently simulate the loss classically? We
present strong evidence that commonly used models with provable absence of
barren plateaus are also classically simulable, provided that one can collect
some classical data from quantum devices during an initial data acquisition
phase. This follows from the observation that barren plateaus result from a
curse of dimensionality, and that current approaches for solving them end up
encoding the problem into some small, classically simulable, subspaces. Thus,
while stressing quantum computers can be essential for collecting data, our
analysis sheds serious doubt on the non-classicality of the information
processing capabilities of parametrized quantum circuits for barren
plateau-free landscapes. We end by discussing caveats in our arguments, the
role of smart initializations and the possibility of provably superpolynomial,
or simply practical, advantages from running parametrized quantum circuits.","M. Cerezo, Martin Larocca, Diego García-Martín, N. L. Diaz, Paolo Braccia, Enrico Fontana, Manuel S. Rudolph, Pablo Bermejo, Aroosa Ijaz, Supanut Thanasilp, Eric R. Anschuetz, Zoë Holmes",arXiv,"quant-ph, cs.LG, stat.ML","does provable absence of barren plateaus imply classical simulability ? or , why we need to rethink variational quantum_computing - m. cerezo et._al ."
Efficient parametric frequency conversion in lithium niobate nanophotonic chips,https://arxiv.org/abs/1903.08722,Quantum Photonics,"Efficient parametric frequency conversions in lithium niobate
  nanophotonic chips","Chip-integrated nonlinear photonics holds the key for advanced optical
information processing with superior performance and novel functionalities.
Here, we present an optimally mode-matched, periodically poled lithium niobate
nanowaveguide for efficient parametric frequency conversions on chip. Using a
4-mm nanowaveguide with subwavelength mode confinement, we demonstrate second
harmonic generation with efficiency over $2200\%~W^{-1}cm^{-2}$, and broadband
difference frequency generation with similar efficiency over a 4.5-THz spectral
span. These allow us to generate correlated photon pairs over multiple
frequency channels via spontaneous parametric down conversion, all in their
fundamental spatial modes, with a coincidence to accidental ratio as high as
600. The high efficiency and dense integrability of the present chip devices
may pave a viable route to scalable nonlinear applications in both classical
and quantum domains.","Jia-yang Chen, Yong Meng Sua, Zhao-hui Ma, Chao Tang, Zhan Li, Yu-ping Huang",arXiv,"quant-ph, physics.optics",efficient parametric frequency conversion in lithium_niobate nanophotonic chips
Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate,https://arxiv.org/pdf/2310.19895.pdf,Silicon Based Technologies,Electrical Tuning of Neutral and Charged Excitons with 1-nm Gate,"Electrical control of individual spins and photons in solids is key for
quantum technologies, but scaling down to small, static systems remains
challenging. Here, we demonstrate nanoscale electrical tuning of neutral and
charged excitons in monolayer WSe2 using 1-nm carbon nanotube gates.
Electrostatic simulations reveal a confinement radius below 15 nm, reaching the
exciton Bohr radius limit for few-layer dielectric spacing. In situ
photoluminescence spectroscopy shows gate-controlled conversion between neutral
excitons, negatively charged trions, and biexcitons at 4 K. Important for
quantum information processing applications, our measurements indicate gating
of a local 2D electron gas in the WSe2 layer, coupled to photons via trion
transitions with binding energies exceeding 20 meV. The ability to
deterministically tune and address quantum emitters using nanoscale gates
provides a pathway towards large-scale quantum optoelectronic circuits and
spin-photon interfaces for quantum networking.","Jawaher Almutlaq, Jiangtao Wang, Linsen Li, Chao Li, Tong Dang, Vladimir Bulović, Jing Kong, Dirk Englund",arXiv,"cond-mat.mes-hall, physics.optics",electrical tuning of neutral and charged excitons with - nm gate
Elementary gates for quantum computation,https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457,Quantum Circuits,Elementary gates for quantum computation,Unknown,"Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, Norman Margolus, Peter Shor, Tycho Sleator, John A. Smolin, Harald Weinfurter",Physical Review A,,elementary gates for_quantum computation
"Elementary gates for quantum computation - Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, ...",https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.3457?cm_mc_uid=43781767191014577577895&cm_mc_sid_50200000=1460741020,,Elementary gates for quantum computation,Unknown,"Adriano Barenco, Charles H. Bennett, Richard Cleve, David P. DiVincenzo, Norman Margolus, Peter Shor, Tycho Sleator, John A. Smolin, Harald Weinfurter",Physical Review A,,"charles_h._bennett richard_cleve david_p._divincenzo elementary gates for_quantum computation - adriano barenco , charles h. bennett , richard cleve , david p. divincenzo , ..."
"Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of Noisy Quantum Signal Processing - Andrew K. Tan, Yuan Liu, Minh C. Tran, Isaac L. Chuang",https://arxiv.org/pdf/2301.08542.pdf,,"Error Correction of Quantum Algorithms: Arbitrarily Accurate Recovery Of
  Noisy Quantum Signal Processing","The intrinsic probabilistic nature of quantum systems makes error correction
or mitigation indispensable for quantum computation. While current
error-correcting strategies focus on correcting errors in quantum states or
quantum gates, these fine-grained error-correction methods can incur
significant overhead for quantum algorithms of increasing complexity. We
present a first step in achieving error correction at the level of quantum
algorithms by combining a unified perspective on modern quantum algorithms via
quantum signal processing (QSP). An error model of under- or over-rotation of
the signal processing operator parameterized by $\epsilon < 1$ is introduced.
It is shown that while Pauli $Z$-errors are not recoverable without additional
resources, Pauli $X$ and $Y$ errors can be arbitrarily suppressed by coherently
appending a noisy `recovery QSP.' Furthermore, it is found that a recovery QSP
of length $O(2^k c^{k^2} d)$ is sufficient to correct any length-$d$ QSP with
$c$ unique phases to $k^{th}$-order in error $\epsilon$. Allowing an additional
assumption, a lower bound of $\Omega(cd)$ is shown, which is tight for $k = 1$,
on the length of the recovery sequence. Our algorithmic-level error correction
method is applied to Grover's fixed-point search algorithm as a demonstration.","Andrew K. Tan, Yuan Liu, Minh C. Tran, Isaac L. Chuang",arXiv,quant-ph,"yuan_liu c._tran isaac_l._chuang error_correction of_quantum algorithms : arbitrarily accurate recovery of noisy quantum signal processing -_andrew k. tan , yuan liu , minh c. tran , isaac l. chuang"
Experimental Estimation of Quantum State Properties from Classical Shadows,https://arxiv.org/abs/2008.05234,Measurement & State Estimation,"Experimental Estimation of Quantum State Properties from Classical
  Shadows","Full quantum tomography of high-dimensional quantum systems is experimentally
infeasible due to the exponential scaling of the number of required
measurements on the number of qubits in the system. However, several ideas were
proposed recently for predicting the limited number of features for these
states, or estimating the expectation values of operators, without the need for
full state reconstruction. These ideas go under the general name of shadow
tomography. Here we provide an experimental demonstration of property
estimation based on classical shadows proposed in [H.-Y. Huang, R. Kueng, J.
Preskill. Nat. Phys. https://doi.org/10.1038/s41567-020-0932-7 (2020)] and
study its performance in the quantum optical experiment with high-dimensional
spatial states of photons. We show on experimental data how this procedure
outperforms conventional state reconstruction in fidelity estimation from a
limited number of measurements.","G. I. Struchalin, Ya. A. Zagorovskii, E. V. Kovlakov, S. S. Straupe, S. P. Kulik",arXiv,quant-ph,experimental estimation of_quantum state properties from classical shadows
Experimental demonstration of memory-enhanced quantum communication,https://arxiv.org/abs/1909.01323,Quantum Photonics,Experimental demonstration of memory-enhanced quantum communication,"The ability to communicate quantum information over long distances is of
central importance in quantum science and engineering. For example, it enables
secure quantum key distribution (QKD) relying on fundamental principles that
prohibit the ""cloning"" of unknown quantum states. While QKD is being
successfully deployed, its range is currently limited by photon losses and
cannot be extended using straightforward measure-and-repeat strategies without
compromising its unconditional security. Alternatively, quantum repeaters,
which utilize intermediate quantum memory nodes and error correction
techniques, can extend the range of quantum channels. However, their
implementation remains an outstanding challenge, requiring a combination of
efficient and high-fidelity quantum memories, gate operations, and
measurements. Here we report the experimental realization of memory-enhanced
quantum communication. We use a single solid-state spin memory integrated in a
nanophotonic diamond resonator to implement asynchronous Bell-state
measurements. This enables a four-fold increase in the secret key rate of
measurement device independent (MDI)-QKD over the loss-equivalent
direct-transmission method while operating megahertz clock rates. Our results
represent a significant step towards practical quantum repeaters and
large-scale quantum networks.","Mihir K. Bhaskar, Ralf Riedinger, Bartholomeus Machielse, David S. Levonian, Christian T. Nguyen, Erik N. Knall, Hongkun Park, Dirk Englund, Marko Lončar, Denis D. Sukachev, Mikhail D. Lukin",arXiv,quant-ph,experimental demonstration of memory - enhanced quantum_communication
"Exponential speedups for quantum walks in random hierarchical graphs - Shankar Balasubramanian, Tongyang Li, and Aram Harrow",https://arxiv.org/abs/2307.15062,,Exponential speedups for quantum walks in random hierarchical graphs,"There are few known exponential speedups for quantum algorithms and these
tend to fall into even fewer families. One speedup that has mostly resisted
generalization is the use of quantum walks to traverse the welded-tree graph,
due to Childs, Cleve, Deotto, Farhi, Gutmann, and Spielman. We show how to
generalize this to a large class of hierarchical graphs in which the vertices
are grouped into ""supervertices"" which are arranged according to a
$d$-dimensional lattice. Supervertices can have different sizes, and edges
between supervertices correspond to random connections between their
constituent vertices.
  The hitting times of quantum walks on these graphs are related to the
localization properties of zero modes in certain disordered tight binding
Hamiltonians. The speedups range from superpolynomial to exponential, depending
on the underlying dimension and the random graph model. We also provide
concrete realizations of these hierarchical graphs, and introduce a general
method for constructing graphs with efficient quantum traversal times using
graph sparsification.","Shankar Balasubramanian, Tongyang Li, Aram Harrow",arXiv,"quant-ph, cond-mat.dis-nn, cond-mat.stat-mech, cond-mat.str-el","tongyang_li exponential speedups for_quantum walks in random hierarchical graphs - shankar balasubramanian , tongyang li , and aram harrow"
Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by Classical Error-Correcting Codes,https://arxiv.org/abs/1605.05647,Quantum Error Correction,"Fault-tolerant Preparation of Stabilizer States for Quantum CSS Codes by
  Classical Error-Correcting Codes","Stabilizer states are extensively studied in quantum information theory for
their structures based on the Pauli group. Calderbank-Shor-Steane (CSS)
stabilizer states are of particular importance in their application to
fault-tolerant quantum computation (FTQC). However, how to fault-tolerantly
prepare arbitrary CSS stabilizer states for general CSS stabilizer codes is
still unknown, and their preparation can be highly costly in computational
resources. In this paper, we show how to prepare a large class of CSS
stabilizer states useful for FTQC. We propose distillation protocols using
syndrome encoding by classical codes or quantum CSS codes. Along the same
lines, we show that classical coding techniques can reduce the ancilla
consumption in Steane syndrome extraction by using additional transversal
controlled-NOT gates and classical computing power. In the scenario of a fixed
ancilla consumption rate, we can increase the frequency of quantum error
correction and effectively lower the error rate.","Ching-Yi Lai, Yi-Cong Zheng, Todd A. Brun",arXiv,quant-ph,fault - tolerant preparation of stabilizer states for_quantum css codes by classical error - correcting codes
Field-Deployable Quantum Memory for Quantum Networking,https://journals.aps.org/prapplied/abstract/10.1103/PhysRevApplied.18.044058,Quantum Memories,Field-Deployable Quantum Memory for Quantum Networking,Unknown,"Yang Wang, Alexander N. Craddock, Rourke Sekelsky, Mael Flament, Mehdi Namazi",Physical Review Applied,,field - deployable quantum memory for_quantum networking
Five open problems in theory of quantum information,https://arxiv.org/abs/2002.03233,Quantum Information Theory,Five open problems in quantum information,"We identify five selected open problems in the theory of quantum information,
which are rather simple to formulate, were well-studied in the literature, but
are technically not easy. As these problems enjoy diverse mathematical
connections, they offer a huge breakthrough potential. The first four concern
existence of certain objects relevant for quantum information, namely a family
of symmetric informationally complete generalized measurements in an infinite
sequence of dimensions, mutually unbiased bases in dimension six, absolutely
maximally entangled states for four subsystems with six levels each and bound
entangled states with negative partial transpose. The fifth problem requires
checking whether a certain state of a two-ququart system is 2-copy distillable.
An award for solving each of them is announced.","Paweł Horodecki, Łukasz Rudnicki, Karol Życzkowski",arXiv,quant-ph,open problems in theory_of quantum_information
Foundations for Near-Term Quantum Natural Language Processing,https://arxiv.org/abs/2012.03755,Natural Language Processing & Quantum Computing,Foundations for Near-Term Quantum Natural Language Processing,"We provide conceptual and mathematical foundations for near-term quantum
natural language processing (QNLP), and do so in quantum computer scientist
friendly terms. We opted for an expository presentation style, and provide
references for supporting empirical evidence and formal statements concerning
mathematical generality.
  We recall how the quantum model for natural language that we employ
canonically combines linguistic meanings with rich linguistic structure, most
notably grammar. In particular, the fact that it takes a quantum-like model to
combine meaning and structure, establishes QNLP as quantum-native, on par with
simulation of quantum systems. Moreover, the now leading Noisy
Intermediate-Scale Quantum (NISQ) paradigm for encoding classical data on
quantum hardware, variational quantum circuits, makes NISQ exceptionally
QNLP-friendly: linguistic structure can be encoded as a free lunch, in contrast
to the apparently exponentially expensive classical encoding of grammar.
  Quantum speed-up for QNLP tasks has already been established in previous work
with Will Zeng. Here we provide a broader range of tasks which all enjoy the
same advantage.
  Diagrammatic reasoning is at the heart of QNLP. Firstly, the quantum model
interprets language as quantum processes via the diagrammatic formalism of
categorical quantum mechanics. Secondly, these diagrams are via ZX-calculus
translated into quantum circuits. Parameterisations of meanings then become the
circuit variables to be learned.
  Our encoding of linguistic structure within quantum circuits also embodies a
novel approach for establishing word-meanings that goes beyond the current
standards in mainstream AI, by placing linguistic structure at the heart of
Wittgenstein's meaning-is-context.","Bob Coecke, Giovanni de Felice, Konstantinos Meichanetzidis, Alexis Toumi",arXiv,"quant-ph, cs.CL",foundations for near - term quantum natural language processing
Fundamental Principle of Information-to-Energy Conversion - Antonio Alfonso-Faus,https://arxiv.org/abs/1401.6052,,Fundamental Principle of Information-to-Energy Conversion,"The equivalence of 1 bit of information to entropy was given by Landauer in
1961 as kln2, k the Boltzmann constant. Erasing information implies heat
dissipation and the energy of 1 bit would then be (the Landauers limit) kT ln
2, T being the ambient temperature. From a quantum-cosmological point of view
the minimum quantum of energy in the universe corresponds today to a
temperature of 10^(-29) degrees K, probably forming a cosmic background of a
Bose condensate [1]. Then, the bit with minimum energy today in the Universe is
a quantum of energy 10^(-45)ergs, with an equivalent mass of 10^(-66)g. Low
temperature implies low energy per bit and, of course, this is the way for
faster and less energy dissipating computing devices. Our conjecture is this:
the possibility of a future access to the CBBC (a coupling/channeling?) would
mean a huge jump in the performance of these devices.",Antonio Alfonso-Faus,arXiv,physics.gen-ph,fundamental principle of information - to - energy conversion - antonio alfonso - faus
Fusion-based quantum computation,https://arxiv.org/abs/2101.09310,Quantum Photonics,Fusion-based quantum computation,"We introduce fusion-based quantum computing (FBQC) - a model of universal
quantum computation in which entangling measurements, called fusions, are
performed on the qubits of small constant-sized entangled resource states. We
introduce a stabilizer formalism for analyzing fault tolerance and computation
in these schemes. This framework naturally captures the error structure that
arises in certain physical systems for quantum computing, such as photonics.
FBQC can offer significant architectural simplifications, enabling hardware
made up of many identical modules, requiring an extremely low depth of
operations on each physical qubit and reducing classical processing
requirements. We present two pedagogical examples of fault-tolerant schemes
constructed in this framework and numerically evaluate their threshold under a
hardware agnostic fusion error model including both erasure and Pauli error. We
also study an error model of linear optical quantum computing with
probabilistic fusion and photon loss. In FBQC the non-determinism of fusion is
directly dealt with by the quantum error correction protocol, along with other
errors. We find that tailoring the fault-tolerance framework to the physical
system allows the scheme to have a higher threshold than schemes reported in
literature. We present a ballistic scheme which can tolerate a 10.4%
probability of suffering photon loss in each fusion.","Sara Bartolucci, Patrick Birchall, Hector Bombin, Hugo Cable, Chris Dawson, Mercedes Gimeno-Segovia, Eric Johnston, Konrad Kieling, Naomi Nickerson, Mihir Pant, Fernando Pastawski, Terry Rudolph, Chris Sparrow",arXiv,quant-ph,fusion - based quantum_computation
Gate Set Tomography,https://arxiv.org/abs/2009.07301,Programmable Quantum Gates,Gate Set Tomography,"Gate set tomography (GST) is a protocol for detailed, predictive
characterization of logic operations (gates) on quantum computing processors.
Early versions of GST emerged around 2012-13, and since then it has been
refined, demonstrated, and used in a large number of experiments. This paper
presents the foundations of GST in comprehensive detail. The most important
feature of GST, compared to older state and process tomography protocols, is
that it is calibration-free. GST does not rely on pre-calibrated state
preparations and measurements. Instead, it characterizes all the operations in
a gate set simultaneously and self-consistently, relative to each other. Long
sequence GST can estimate gates with very high precision and efficiency,
achieving Heisenberg scaling in regimes of practical interest. In this paper,
we cover GST's intellectual history, the techniques and experiments used to
achieve its intended purpose, data analysis, gauge freedom and fixing, error
bars, and the interpretation of gauge-fixed estimates of gate sets. Our focus
is fundamental mathematical aspects of GST, rather than implementation details,
but we touch on some of the foundational algorithmic tricks used in the pyGSTi
implementation.","Erik Nielsen, John King Gamble, Kenneth Rudinger, Travis Scholten, Kevin Young, Robin Blume-Kohout",arXiv,quant-ph,gate set tomography
"High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides - Jie Zhao, Chaoxuan Ma, Michael Rüsing, and Shayan Mookherjea",https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.163603,,High Quality Entangled Photon Pair Generation in Periodically Poled Thin-Film Lithium Niobate Waveguides,Unknown,"Jie Zhao, Chaoxuan Ma, Michael Rüsing, Shayan Mookherjea",Physical Review Letters,,"chaoxuan_ma michael_rüsing shayan_mookherjea high quality entangled photon pair generation in periodically poled thin - film lithium_niobate waveguides - jie zhao , chaoxuan ma , michael rüsing , and shayan mookherjea"
Implementation of multidimensional quantum walks using linear optics and classical light,https://journals.aps.org/pra/abstract/10.1103/PhysRevA.92.040302,Experimental Simulating Tools,Implementation of multidimensional quantum walks using linear optics and classical light,Unknown,"Sandeep K. Goyal, Filippus S. Roux, Andrew Forbes, Thomas Konrad",Physical Review A,,linear implementation of multidimensional quantum_walks using optics and classical light
"Interference in Quantum Field Theory: Detecting Ghosts with Phases - Chiara Marletto, Vlatko Vedral",https://onlinelibrary.wiley.com/doi/full/10.1002/andp.202200530,,Interference in Quantum Field Theory: Detecting Ghosts with Phases,"AbstractThis study discusses the implications of the principle of locality for interference in quantum field theory. As an example, it considers the interaction of two charges via a mediating quantum field and the resulting interference pattern in the Lorenz gauge. Using the Heisenberg picture, it is proposed that detecting relative phases or entanglement between two charges in an interference experiment is equivalent to accessing empirically the gauge degrees of freedom associated with the so‐called ghost (scalar) modes of the field in the Lorenz gauge. These results imply that ghost modes are measurable and hence physically relevant, contrary to what is usually thought. They also raise interesting questions about the relation between the principle of locality and the principle of gauge‐invariance. This analysis also applies to linearized quantum gravity in the harmonic gauge, and hence has implications for the recently proposed entanglement‐based witnesses of non‐classicality in gravity.","Chiara Marletto, Vlatko Vedral",Annalen der Physik,,"interference_in_quantum_field interference in_quantum field theory : detecting ghosts with phases -_chiara marletto , vlatko_vedral"
Is quantum computing green? An estimate for an energy-efficiency quantum advantage,https://arxiv.org/pdf/2205.12092.pdf,Quantum Markets and Hype,"Is quantum computing green? An estimate for an energy-efficiency quantum
  advantage","The quantum advantage threshold determines when a quantum processing unit
(QPU) is more efficient with respect to classical computing hardware in terms
of algorithmic complexity. The ""green"" quantum advantage threshold $-$ based on
a comparison of energetic efficiency between the two $-$ is going to play a
fundamental role in the comparison between quantum and classical hardware.
Indeed, its characterization would enable better decisions on energy-saving
strategies, e.g. for distributing the workload in hybrid quantum-classical
algorithms. Here, we show that the green quantum advantage threshold crucially
depends on (i) the quality of the experimental quantum gates and (ii) the
entanglement generated in the QPU. Indeed, for NISQ hardware and algorithms
requiring a moderate amount of entanglement, a classical tensor network
emulation can be more energy-efficient at equal final state fidelity than
quantum computation. We compute the green quantum advantage threshold for a few
paradigmatic examples in terms of algorithms and hardware platforms, and
identify algorithms with a power-law decay of singular values of bipartitions
$-$ with power-law exponent $\alpha \lesssim 1$ $-$ as the green quantum
advantage threshold in the near future.","Daniel Jaschke, Simone Montangero",arXiv,quant-ph,is quantum_computing green ? an estimate for an energy - efficiency quantum advantage
"Large-scale optical characterization of solid-state quantum emitters - Madison Sutula, et. al.",https://arxiv.org/pdf/2210.13643.pdf,,Large-scale optical characterization of solid-state quantum emitters,"Solid-state quantum emitters have emerged as a leading quantum memory for
quantum networking applications. However, standard optical characterization
techniques are neither efficient nor repeatable at scale. In this work, we
introduce and demonstrate spectroscopic techniques that enable large-scale,
automated characterization of color centers. We first demonstrate the ability
to track color centers by registering them to a fabricated machine-readable
global coordinate system, enabling systematic comparison of the same color
center sites over many experiments. We then implement resonant
photoluminescence excitation in a widefield cryogenic microscope to parallelize
resonant spectroscopy, achieving two orders of magnitude speed-up over confocal
microscopy. Finally, we demonstrate automated chip-scale characterization of
color centers and devices at room temperature, imaging thousands of microscope
fields of view. These tools will enable accelerated identification of useful
quantum emitters at chip-scale, enabling advances in scaling up color center
platforms for quantum information applications, materials science, and device
design and characterization.","Madison Sutula, Ian Christen, Eric Bersin, Michael P. Walsh, Kevin C. Chen, Justin Mallek, Alexander Melville, Michael Titze, Edward S. Bielejec, Scott Hamilton, Danielle Braje, P. Benjamin Dixon, Dirk R. Englund",arXiv,"quant-ph, cond-mat.mtrl-sci, physics.optics","large - scale optical characterization of solid - state quantum emitters - madison sutula , et._al ."
Locality in the Schrodinger Picture of Quantum Mechanics - Vlatko Vedral,https://arxiv.org/pdf/2312.04701.pdf,,Locality in the Schroedinger Picture of Quantum Mechanics,"We explain how the so-called Einstein locality is to be understood in the
Schr\""odinger picture of quantum mechanics. This notion is perfectly compatible
with the Bell non-locality exhibited by entangled states. Contrary to some
beliefs that quantum mechanics is incomplete, it is, in fact, its
overcompleteness as exemplified by different pictures of quantum physics, that
points to the same underlying reality.",Vlatko Vedral,arXiv,quant-ph,locality in the schrodinger picture of_quantum mechanics - vlatko_vedral
Microwave Quantum Memristors,https://arxiv.org/abs/2311.06925,Novel Quantum Devices,Microwave Quantum Memcapacitor Effect,"Developing the field of neuromorphic quantum computing necessitates designing
scalable quantum memory devices. Here, we propose a superconducting quantum
memory device in the microwave regime, termed as a microwave quantum
memcapacitor. It comprises two linked resonators, the primary one is coupled to
a Superconducting Quantum Interference Device, which allows for the modulation
of the resonator properties through external magnetic flux. The auxiliary
resonator, operated through weak measurements, provides feedback to the primary
resonator, ensuring stable memory behaviour. This device operates with a
classical input in one cavity while reading the response in the other, serving
as a fundamental building block toward arrays of microwave quantum
memcapacitors. We observe that a bipartite setup can retain its memory
behaviour and gains entanglement and quantum correlations. Our findings pave
the way for the experimental implementation of memcapacitive superconducting
quantum devices and memory device arrays for neuromorphic quantum computing.","X. -Y. Qiu, S. Kumar, F. A. Cárdenas-López, G. Alvarado Barrios, E. Solano, F. Albarrán-Arriagada",arXiv,"quant-ph, cond-mat.supr-con",microwave quantum memristors
Mitigating the quantum hype - Olivier Ezratty,https://arxiv.org/abs/2202.01925,,Mitigating the quantum hype,"We are in the midst of quantum hype with some excessive claims of quantum
computing potential, many vendors' and even some research organizations'
exaggerations, and a funding frenzy for very low technology readiness level
startups. Governments are contributing to this hype with their large quantum
initiatives and their technology sovereignty aspirations. Technology hypes are
not bad per se since they create emulation, drive innovations and also
contribute to attracting new talents. It works as scientists and vendors
deliver progress and innovation on a continuous basis after a so-called peak of
expectations. It fails with exaggerated overpromises and underdeliveries that
last too long. It could cut short research and innovation funding, creating
some sort of quantum winter. After looking at the shape and form of technology
and science hypes and driving some lessons from past hypes, we investigate the
current quantum hype and its specifics. We find that, although there is some
significant uncertainty on the potential to create real scalable quantum
computers, the scientific and vendor fields are relatively sane and solid
compared to other technology hypes. The vendors hype has some profound and
disruptive impact on the organization of fundamental research. Also, quantum
technologies comprise other fields like quantum telecommunications and quantum
sensing with a higher technology readiness level, which are less prone to hype.
We then make some proposals to mitigate the potential negative effects of the
current quantum hype including recommendations on scientific communication to
strengthen the trust in quantum science, vendor behavior improvements,
benchmarking methodologies, public education and putting in place a responsible
research and innovation approach.",Olivier Ezratty,arXiv,"physics.soc-ph, physics.hist-ph, quant-ph",mitigating the quantum hype - olivier ezratty
"Mitiq: A software package for error mitigation on noisy quantum computers - Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J. Karalekas, Andre A. Alves, ...",https://arxiv.org/abs/2009.04417,,"Mitiq: A software package for error mitigation on noisy quantum
  computers","We introduce Mitiq, a Python package for error mitigation on noisy quantum
computers. Error mitigation techniques can reduce the impact of noise on
near-term quantum computers with minimal overhead in quantum resources by
relying on a mixture of quantum sampling and classical post-processing
techniques. Mitiq is an extensible toolkit of different error mitigation
methods, including zero-noise extrapolation, probabilistic error cancellation,
and Clifford data regression. The library is designed to be compatible with
generic backends and interfaces with different quantum software frameworks. We
describe Mitiq using code snippets to demonstrate usage and discuss features
and contribution guidelines. We present several examples demonstrating error
mitigation on IBM and Rigetti superconducting quantum processors as well as on
noisy simulators.","Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J. Karalekas, Andre A. Alves, Piotr Czarnik, Mohamed El Mandouh, Max H. Gordon, Yousef Hindy, Aaron Robertson, Purva Thakre, Misty Wahl, Danny Samuel, Rahul Mistri, Maxime Tremblay, Nick Gardner, Nathaniel T. Stemen, Nathan Shammah, William J. Zeng",arXiv,"quant-ph, cs.ET","andrea_mari sarah_kaiser peter_j._karalekas andre_a._alves mitiq : a software package for error mitigation on noisy quantum computers - ryan larose , andrea mari , sarah kaiser , peter j. karalekas , andre a. alves , ..."
"Multi-state quantum simulations via model-space quantum imaginary time evolution - Takashi Tsuchimochi, Yoohee Ryo, Siu Chung Tsang, Seiichiro L. Ten-no",https://arxiv.org/abs/2206.04494,,"Multi-state quantum simulations via model-space quantum imaginary time
  evolution","We introduce the framework of model space into quantum imaginary time
evolution (QITE) to enable stable estimation of ground and excited states using
a quantum computer. Model-space QITE (MSQITE) propagates a model space to the
exact one by retaining its orthogonality, and hence is able to describe
multiple states simultaneously. The quantum Lanczos (QLanczos) algorithm is
extended to MSQITE to accelerate the convergence. The present scheme is found
to outperform both the standard QLanczos and the recently proposed
folded-spectrum QITE in simulating excited states. Moreover, we demonstrate
that spin contamination can be effectively removed by shifting the imaginary
time propagator, and thus excited states with a particular spin quantum number
are efficiently captured without falling into the different spin states that
have lower energies. We also investigate how different levels of the unitary
approximation employed in MSQITE can affect the results. The effectiveness of
the algorithm over QITE is demonstrated by noise simulations for the H4 model
system.","Takashi Tsuchimochi, Yoohee Ryo, Siu Chung Tsang, Seiichiro L. Ten-no",arXiv,"quant-ph, cond-mat.str-el, physics.chem-ph","seiichiro_l._ten-no multi - state quantum simulations via model - space quantum imaginary time evolution - takashi tsuchimochi , yoohee ryo , siu chung tsang , seiichiro l. ten - no"
"Multiplexed quantum repeaters based on dual-species trapped-ion systems - Prajit Dhara, Norbert M. Linke, Edo Waks, Saikat Guha, Kaushik P. Seshadreesan",https://arxiv.org/abs/2105.06707,,Multiplexed quantum repeaters based on dual-species trapped-ion systems,"Trapped ions form an advanced technology platform for quantum information
processing with long qubit coherence times, high-fidelity quantum logic gates,
optically active qubits, and a potential to scale up in size while preserving a
high level of connectivity between qubits. These traits make them attractive
not only for quantum computing but also for quantum networking. Dedicated,
special-purpose trapped-ion processors in conjunction with suitable
interconnecting hardware can be used to form quantum repeaters that enable
high-rate quantum communications between distant trapped-ion quantum computers
in a network. In this regard, hybrid traps with two distinct species of ions,
where one ion species can generate ion-photon entanglement that is useful for
optically interfacing with the network and the other has long memory lifetimes,
useful for qubit storage, have been proposed for entanglement distribution. We
consider an architecture for a repeater based on such dual-species trapped-ion
systems. We propose and analyze a protocol based on spatial and temporal mode
multiplexing for entanglement distribution across a line network of such
repeaters. Our protocol offers enhanced rates compared to rates previously
reported for such repeaters. We determine the ion resources required at the
repeaters to attain the enhanced rates, and the best rates attainable when
constraints are placed on the number of repeaters and the number of ions per
repeater. Our results bolster the case for near-term trapped-ion systems as
quantum repeaters for long-distance quantum communications.","Prajit Dhara, Norbert M. Linke, Edo Waks, Saikat Guha, Kaushik P. Seshadreesan",arXiv,quant-ph,"norbert_m._linke edo_waks kaushik_p._seshadreesan multiplexed quantum_repeaters based on dual - species trapped - ion systems_- prajit dhara , norbert m. linke , edo waks , saikat guha , kaushik p. seshadreesan"
"NetSquid, a NETwork Simulator for QUantum Information using Discrete events - Tim Coopmans, Robert Knegjens, Axel Dahlberg, David Maier, Loek Nijsten, ...",https://arxiv.org/abs/2010.12535,,"NetSquid, a NETwork Simulator for QUantum Information using Discrete
  events","In order to bring quantum networks into the real world, we would like to
determine the requirements of quantum network protocols including the
underlying quantum hardware. Because detailed architecture proposals are
generally too complex for mathematical analysis, it is natural to employ
numerical simulation. Here we introduce NetSquid, the NETwork Simulator for
QUantum Information using Discrete events, a discrete-event based platform for
simulating all aspects of quantum networks and modular quantum computing
systems, ranging from the physical layer and its control plane up to the
application level. We study several use cases to showcase NetSquid's power,
including detailed physical layer simulations of repeater chains based on
nitrogen vacancy centres in diamond as well as atomic ensembles. We also study
the control plane of a quantum switch beyond its analytically known regime, and
showcase NetSquid's ability to investigate large networks by simulating
entanglement distribution over a chain of up to one thousand nodes.","Tim Coopmans, Robert Knegjens, Axel Dahlberg, David Maier, Loek Nijsten, Julio de Oliveira Filho, Martijn Papendrecht, Julian Rabbie, Filip Rozpędek, Matthew Skrzypczyk, Leon Wubben, Walter de Jong, Damian Podareanu, Ariana Torres-Knoop, David Elkouss, Stephanie Wehner",arXiv,quant-ph,"tim_coopmans robert_knegjens dahlberg david_maier netsquid , a network simulator for_quantum information using discrete events - tim coopmans , robert knegjens , axel , david maier , loek nijsten , ..."
Noisy dynamical systems evolve error correcting codes and modularity,https://arxiv.org/pdf/2303.14448.pdf,Quantum Error Mitigation,Noisy dynamical systems evolve error correcting codes and modularity,"Noise is a ubiquitous feature of the physical world. As a result, the first
prerequisite of life is fault tolerance: maintaining integrity of state despite
external bombardment. Recent experimental advances have revealed that
biological systems achieve fault tolerance by implementing mathematically
intricate error-correcting codes and by organizing in a modular fashion that
physically separates functionally distinct subsystems. These elaborate
structures represent a vanishing volume in the massive genetic configuration
space. How is it possible that the primitive process of evolution, by which all
biological systems evolved, achieved such unusual results? In this work,
through experiments in Boolean networks, we show that the simultaneous presence
of error correction and modularity in biological systems is no coincidence.
Rather, it is a typical co-occurrence in noisy dynamic systems undergoing
evolution. From this, we deduce the principle of error correction enhanced
evolvability: systems possessing error-correcting codes are more effectively
improved by evolution than those without.","Trevor McCourt, Ila R. Fiete, Isaac L. Chuang",arXiv,"q-bio.PE, nlin.AO, q-bio.NC",noisy_dynamical noisy dynamical systems evolve error correcting codes and modularity
"Observable Thermalization: Theory, Numerical and Analytical Evidence",https://arxiv.org/pdf/2309.15173.pdf,Commercial and Philosophical Views,Observable Statistical Mechanics,"Understanding equilibration and thermalization in isolated many-body quantum
systems is a central challenge in quantum physics. The traditional approach
focuses on the study of the full state of the quantum system which, at
equilibrium, is best described by the Diagonal Ensemble. Here, we present
Observable Statistical Mechanics, a novel paradigm that shifts attention from
the full quantum state to the statistics of measurement outcomes. This approach
is grounded in the Maximum Observable Entropy Principle, positing that
equilibrium measurement statistics tend to maximize observable entropy under
conserved average energy. By focusing on accessible measurements, the theory
accurately predicts equilibrium probability distributions without needing
detailed microscopic information like the energy eigenstates. Extensive
numerical experiments on 7 spin-1/2 Hamiltonians demonstrate the broad
applicability and robustness of this framework.","Lodovico Scarpa, Abdulla Alhajri, Vlatko Vedral, Fabio Anza",arXiv,"quant-ph, cond-mat.stat-mech","observable thermalization : theory , numerical and analytical evidence"
On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification,https://arxiv.org/abs/2109.09484,Quantum Machine Learning (QML),"On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing
  Imagery Classification","This article aims to investigate how circuit-based hybrid Quantum
Convolutional Neural Networks (QCNNs) can be successfully employed as image
classifiers in the context of remote sensing. The hybrid QCNNs enrich the
classical architecture of CNNs by introducing a quantum layer within a standard
neural network. The novel QCNN proposed in this work is applied to the Land Use
and Land Cover (LULC) classification, chosen as an Earth Observation (EO) use
case, and tested on the EuroSAT dataset used as reference benchmark. The
results of the multiclass classification prove the effectiveness of the
presented approach, by demonstrating that the QCNN performances are higher than
the classical counterparts. Moreover, investigation of various quantum circuits
shows that the ones exploiting quantum entanglement achieve the best
classification scores. This study underlines the potentialities of applying
quantum computing to an EO case study and provides the theoretical and
experimental background for futures investigations.","Alessandro Sebastianelli, Daniela A. Zaidenberg, Dario Spiller, Bertrand Le Saux, Silvia Liberata Ullo",arXiv,"eess.IV, cs.CV, cs.ET, quant-ph",on circuit - based hybrid quantum neural networks for remote sensing imagery classification
"One-Dimensional Quantum Walks - Andris Ambainis, Eric Bach, Ashwin Nayak, Ashvin Vishwanath, John Watrous",https://dl.acm.org/doi/10.1145/380752.380757,,One-dimensional quantum walks,Unknown,"Andris Ambainis, Eric Bach, Ashwin Nayak, Ashvin Vishwanath, John Watrous",Proceedings of the thirty-third annual ACM symposium on Theory of computing,,"eric_bach ashwin_nayak ashvin_vishwanath john_watrous - dimensional quantum_walks - andris ambainis , eric bach , ashwin nayak , ashvin vishwanath , john watrous"
"Optimizing quantum noise-induced reservoir computing for nonlinear and chaotic time series prediction - Daniel Fry, Amol Deshmukh, Samuel Yen-Chi Chen, Vladimir Rastunkov, Vanio Markov",https://arxiv.org/abs/2303.05488,,"Optimizing quantum noise-induced reservoir computing for nonlinear and
  chaotic time series prediction","Quantum reservoir computing is strongly emerging for sequential and time
series data prediction in quantum machine learning. We make advancements to the
quantum noise-induced reservoir, in which reservoir noise is used as a resource
to generate expressive, nonlinear signals that are efficiently learned with a
single linear output layer. We address the need for quantum reservoir tuning
with a novel and generally applicable approach to quantum circuit
parameterization, in which tunable noise models are programmed to the quantum
reservoir circuit to be fully controlled for effective optimization. Our
systematic approach also involves reductions in quantum reservoir circuits in
the number of qubits and entanglement scheme complexity. We show that with only
a single noise model and small memory capacities, excellent simulation results
were obtained on nonlinear benchmarks that include the Mackey-Glass system for
100 steps ahead in the challenging chaotic regime.","Daniel Fry, Amol Deshmukh, Samuel Yen-Chi Chen, Vladimir Rastunkov, Vanio Markov",arXiv,quant-ph,"amol_deshmukh samuel_yen-chi_chen vladimir_rastunkov vanio_markov optimizing quantum noise - induced reservoir computing for nonlinear and chaotic time series prediction - daniel fry , amol deshmukh , samuel yen - chi chen , vladimir rastunkov , vanio markov"
Option Pricing using Quantum Computers,https://arxiv.org/abs/1905.02666,Quantum Machine Learning (QML),Option Pricing using Quantum Computers,"We present a methodology to price options and portfolios of options on a
gate-based quantum computer using amplitude estimation, an algorithm which
provides a quadratic speedup compared to classical Monte Carlo methods. The
options that we cover include vanilla options, multi-asset options and
path-dependent options such as barrier options. We put an emphasis on the
implementation of the quantum circuits required to build the input states and
operators needed by amplitude estimation to price the different option types.
Additionally, we show simulation results to highlight how the circuits that we
implement price the different option contracts. Finally, we examine the
performance of option pricing circuits on quantum hardware using the IBM Q
Tokyo quantum device. We employ a simple, yet effective, error mitigation
scheme that allows us to significantly reduce the errors arising from noisy
two-qubit gates.","Nikitas Stamatopoulos, Daniel J. Egger, Yue Sun, Christa Zoufal, Raban Iten, Ning Shen, Stefan Woerner",arXiv,quant-ph,option pricing using quantum computers
Paving the Way towards 800 Gbps Quantum-Secured Optical Channel Deployment,https://arxiv.org/abs/2202.07764,Quantum Communication & Cryptography,"Paving the Way towards 800 Gbps Quantum-Secured Optical Channel
  Deployment in Mission-Critical Environments","This article describes experimental research studies conducted towards
understanding the implementation aspects of high-capacity quantum-secured
optical channels in mission-critical metro-scale operational environments using
Quantum Key Distribution (QKD) technology. To the best of our knowledge, this
is the first time that an 800 Gbps quantum-secured optical channel -- along
with several other Dense Wavelength Division Multiplexed (DWDM) channels on the
C-band and multiplexed with the QKD channel on the O-band -- was established at
distances up to 100 km, with secret key-rates relevant for practical industry
use cases. In addition, during the course of these trials, transporting a
blockchain application over this established channel was utilized as a
demonstration of securing a financial transaction in transit over a
quantum-secured optical channel. The findings of this research pave the way
towards the deployment of QKD-secured optical channels in high-capacity,
metro-scale, mission-critical operational environments, such as Inter-Data
Center Interconnects.","Marco Pistoia, Omar Amer, Monik R. Behera, Joseph A. Dolphin, James F. Dynes, Benny John, Paul A. Haigh, Yasushi Kawakura, David H. Kramer, Jeffrey Lyon, Navid Moazzami, Tulasi D. Movva, Antigoni Polychroniadou, Suresh Shetty, Greg Sysak, Farzam Toudeh-Fallah, Sudhir Upadhyay, Robert I. Woodward, Andrew J. Shields",arXiv,"quant-ph, cs.CR, cs.NI, physics.optics",paving the way towards 800 gbps quantum - secured optical channel deployment
"Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer via parity detection - Dong Li, Bryan T. Gard, Yang Gao3, Chun-Hua Yuan1, Weiping Zhang1, Hwang Lee, Jonathan P. Dowling",https://arxiv.org/abs/1603.09019,,"Phase sensitivity at the Heisenberg limit in an SU(1,1) interferometer
  via parity detection","We theoretically investigate the phase sensitivity with parity detection on
an SU(1,1) interferometer with a coherent state combined with a squeezed vacuum
state. This interferometer is formed with two parametric amplifiers for beam
splitting and recombination instead of beam splitters. We show that the
sensitivity of estimation phase approaches Heisenberg limit and give the
corresponding optimal condition. Moreover, we derive the quantum Cram\'er-Rao
bound of the SU(1,1) interferometer.","Dong Li, Bryan T. Gard, Yang Gao, Chun-Hua Yuan, Weiping Zhang, Hwang Lee, Jonathan P. Dowling",arXiv,quant-ph,"bryan_t._gard yang_gao3 chun-hua_yuan1 hwang_lee jonathan_p. phase sensitivity at the heisenberg limit in an su(1,1 ) interferometer via parity detection - dong li , bryan t. gard , yang gao3 , chun - hua yuan1 , weiping zhang1 , hwang lee , jonathan p. dowling"
"Power of sequential protocols in hidden quantum channel discrimination - Sho Sugiura, et.al",https://arxiv.org/pdf/2304.02053.pdf,,Power of sequential protocols in hidden quantum channel discrimination,"In many natural and engineered systems, unknown quantum channels act on a
subsystem that cannot be directly controlled and measured, but is instead
learned through a controllable subsystem that weakly interacts with it. We
study quantum channel discrimination (QCD) under these restrictions, which we
call hidden system QCD (HQCD). We find that sequential protocols achieve
perfect discrimination and saturate the Heisenberg limit. In contrast, depth-1
parallel and multi-shot protocols cannot solve HQCD. This suggests that
sequential protocols are superior in experimentally realistic situations.","Sho Sugiura, Arkopal Dutt, William J. Munro, Sina Zeytinoğlu, Isaac L. Chuang",arXiv,quant-ph,"power of sequential protocols in hidden quantum channel discrimination - sho sugiura , et.al"
Practical Benchmarking of Randomized Measurement Methods for Quantum Chemistry Hamiltonians,https://arxiv.org/pdf/2312.07497.pdf,Measurement & State Estimation,"Practical Benchmarking of Randomized Measurement Methods for Quantum
  Chemistry Hamiltonians","Many hybrid quantum-classical algorithms for the application of ground state
energy estimation in quantum chemistry involve estimating the expectation value
of a molecular Hamiltonian with respect to a quantum state through measurements
on a quantum device. To guide the selection of measurement methods designed for
this observable estimation problem, we propose a benchmark called CSHOREBench
(Common States and Hamiltonians for ObseRvable Estimation Benchmark) that
assesses the performance of these methods against a set of common molecular
Hamiltonians and common states encountered during the runtime of hybrid
quantum-classical algorithms. In CSHOREBench, we account for resource
utilization of a quantum computer through measurements of a prepared state, and
a classical computer through computational runtime spent in proposing
measurements and classical post-processing of acquired measurement outcomes. We
apply CSHOREBench considering a variety of measurement methods on Hamiltonians
of size up to 16 qubits. Our discussion is aided by using the framework of
decision diagrams which provides an efficient data structure for various
randomized methods and illustrate how to derandomize distributions on decision
diagrams. In numerical simulations, we find that the methods of decision
diagrams and derandomization are the most preferable. In experiments on IBM
quantum devices against small molecules, we observe that decision diagrams
reduces the number of measurements made by classical shadows by more than 80%,
that made by locally biased classical shadows by around 57%, and consistently
require fewer quantum measurements along with lower classical computational
runtime than derandomization. Furthermore, CSHOREBench is empirically efficient
to run when considering states of random quantum ansatz with fixed depth.","Arkopal Dutt, William Kirby, Rudy Raymond, Charles Hadfield, Sarah Sheldon, Isaac L. Chuang, Antonio Mezzacapo",arXiv,quant-ph,practical benchmarking of randomized measurement methods for_quantum chemistry hamiltonians
Practical randomness and privacy amplification,https://arxiv.org/abs/2009.06551,Quantum Protocol Design,"Practical randomness amplification and privatisation with
  implementations on quantum computers","We present an end-to-end and practical randomness amplification and
privatisation protocol based on Bell tests. This allows the building of
device-independent random number generators which output (near-)perfectly
unbiased and private numbers, even if using an uncharacterised quantum device
potentially built by an adversary. Our generation rates are linear in the
repetition rate of the quantum device and the classical randomness
post-processing has quasi-linear complexity - making it efficient on a standard
personal laptop. The statistical analysis is also tailored for real-world
quantum devices.
  Our protocol is then showcased on several different quantum computers.
Although not purposely built for the task, we show that quantum computers can
run faithful Bell tests by adding minimal assumptions. In this
semi-device-independent manner, our protocol generates (near-)perfectly
unbiased and private random numbers on today's quantum computers.","Cameron Foreman, Sherilyn Wright, Alec Edgington, Mario Berta, Florian J. Curchod",arXiv,quant-ph,practical randomness and privacy amplification
Predicting Many Properties of a Quantum System from Very Few Measurements,https://arxiv.org/abs/2002.08953,Experimental Simulating Tools,"Predicting Many Properties of a Quantum System from Very Few
  Measurements","Predicting properties of complex, large-scale quantum systems is essential
for developing quantum technologies. We present an efficient method for
constructing an approximate classical description of a quantum state using very
few measurements of the state. This description, called a classical shadow, can
be used to predict many different properties: order $\log M$ measurements
suffice to accurately predict $M$ different functions of the state with high
success probability. The number of measurements is independent of the system
size, and saturates information-theoretic lower bounds. Moreover, target
properties to predict can be selected after the measurements are completed. We
support our theoretical findings with extensive numerical experiments. We apply
classical shadows to predict quantum fidelities, entanglement entropies,
two-point correlation functions, expectation values of local observables, and
the energy variance of many-body local Hamiltonians. The numerical results
highlight the advantages of classical shadows relative to previously known
methods.","Hsin-Yuan Huang, Richard Kueng, John Preskill",arXiv,"quant-ph, cs.IT, cs.LG, math.IT",predicting many properties of a quantum system from very few measurements
"Programmable Heisenberg interactions between Floquet qubits - Long B. Nguyen, Yosep Kim, Akel Hashim, Noah Goss, Brian Marinelli, ...",https://arxiv.org/abs/2211.10383,,Programmable Heisenberg interactions between Floquet qubits,"The fundamental trade-off between robustness and tunability is a central
challenge in the pursuit of quantum simulation and fault-tolerant quantum
computation. In particular, many emerging quantum architectures are designed to
achieve high coherence at the expense of having fixed spectra and consequently
limited types of controllable interactions. Here, by adiabatically transforming
fixed-frequency superconducting circuits into modifiable Floquet qubits, we
demonstrate an XXZ Heisenberg interaction with fully adjustable anisotropy.
This interaction model is on one hand the basis for many-body quantum
simulation of spin systems, and on the other hand the primitive for an
expressive quantum gate set. To illustrate the robustness and versatility of
our Floquet protocol, we tailor the Heisenberg Hamiltonian and implement
two-qubit iSWAP, CZ, and SWAP gates with estimated fidelities of 99.32(3)%,
99.72(2)%, and 98.93(5)%, respectively. In addition, we implement a Heisenberg
interaction between higher energy levels and employ it to construct a
three-qubit CCZ gate with a fidelity of 96.18(5)%. Importantly, the protocol is
applicable to various fixed-frequency high-coherence platforms, thereby
unlocking a suite of essential interactions for high-performance quantum
information processing. From a broader perspective, our work provides
compelling avenues for future exploration of quantum electrodynamics and
optimal control using the Floquet framework.","Long B. Nguyen, Yosep Kim, Akel Hashim, Noah Goss, Brian Marinelli, Bibek Bhandari, Debmalya Das, Ravi K. Naik, John Mark Kreikebaum, Andrew N. Jordan, David I. Santiago, Irfan Siddiqi",arXiv,"quant-ph, cond-mat.supr-con, physics.app-ph","heisenberg long_b._nguyen yosep_kim brian_marinelli programmable interactions between floquet qubits_- long b. nguyen , yosep kim , akel hashim , noah goss , brian marinelli , ..."
Proposal for room-temperature quantum repeaters with nitrogen-vacancy centers and optomechanics,https://arxiv.org/abs/2012.06687,Quantum Repeater Architectures,"Proposal for room-temperature quantum repeaters with nitrogen-vacancy
  centers and optomechanics","We propose a quantum repeater architecture that can operate under ambient
conditions. Our proposal builds on recent progress towards non-cryogenic
spin-photon interfaces based on nitrogen-vacancy centers, which have excellent
spin coherence times even at room temperature, and optomechanics, which allows
to avoid phonon-related decoherence and also allows the emitted photons to be
in the telecom band. We apply the photon number decomposition method to
quantify the fidelity and the efficiency of entanglement established between
two remote electron spins. We describe how the entanglement can be stored in
nuclear spins and extended to long distances via quasi-deterministic
entanglement swapping operations involving the electron and nuclear spins. We
furthermore propose schemes to achieve high-fidelity readout of the spin states
at room temperature using the spin-optomechanics interface. Our work shows that
long-distance quantum networks made of solid-state components that operate at
room temperature are within reach of current technological capabilities.","Jia-Wei Ji, Yu-Feng Wu, Stephen C. Wein, Faezeh Kimiaee Asadi, Roohollah Ghobadi, Christoph Simon",arXiv,quant-ph,proposal for room - temperature quantum_repeaters with nitrogen - vacancy centers and optomechanics
Protocols for creating and distilling multipartite GHZ states with Bell pairs,https://arxiv.org/abs/2010.12259,Quantum Protocol Design,"Protocols for creating and distilling multipartite GHZ states with Bell
  pairs","The distribution of high-quality Greenberger-Horne-Zeilinger (GHZ) states is
at the heart of many quantum communication tasks, ranging from extending the
baseline of telescopes to secret sharing. They also play an important role in
error-correction architectures for distributed quantum computation, where Bell
pairs can be leveraged to create an entangled network of quantum computers. We
investigate the creation and distillation of GHZ states out of non-perfect Bell
pairs over quantum networks. In particular, we introduce a heuristic dynamic
programming algorithm to optimize over a large class of protocols that create
and purify GHZ states. All protocols considered use a common framework based on
measurements of non-local stabilizer operators of the target state (i.e., the
GHZ state), where each non-local measurement consumes another (non-perfect)
entangled state as a resource. The new protocols outperform previous proposals
for scenarios without decoherence and local gate noise. Furthermore, the
algorithms can be applied for finding protocols for any number of parties and
any number of entangled pairs involved.","Sébastian de Bone, Runsheng Ouyang, Kenneth Goodenough, David Elkouss",arXiv,quant-ph,bell protocols for creating and distilling multipartite ghz states with pairs
Quantum Computational Supremacy,https://arxiv.org/pdf/1809.07442.pdf,Quantum Supremacy & Computational Advantage,Quantum Computational Supremacy,"The field of quantum algorithms aims to find ways to speed up the solution of
computational problems by using a quantum computer. A key milestone in this
field will be when a universal quantum computer performs a computational task
that is beyond the capability of any classical computer, an event known as
quantum supremacy. This would be easier to achieve experimentally than
full-scale quantum computing, but involves new theoretical challenges. Here we
present the leading proposals to achieve quantum supremacy, and discuss how we
can reliably compare the power of a classical computer to the power of a
quantum computer.","Aram W Harrow, Ashley Montanaro",arXiv,quant-ph,quantum_computational supremacy
"Quantum Internet Protocol Stack a Comprehensive Survey - Jessica Illiano, Marcello Caleffi, Antonio Manzalini, Angela Sara Cacciapuoti",https://arxiv.org/abs/2202.10894,,Quantum Internet Protocol Stack: a Comprehensive Survey,"Classical Internet evolved exceptionally during the last five decades, from a
network comprising a few static nodes in the early days to a leviathan
interconnecting billions of devices. This has been possible by the separation
of concern principle, for which the network functionalities are organized as a
stack of layers, each providing some communication functionalities through
specific network protocols. In this survey, we aim at highlighting the
impossibility of adapting the classical Internet protocol stack to the Quantum
Internet, due to the marvels of quantum mechanics. Indeed, the design of the
Quantum Internet requires a major paradigm shift of the whole protocol stack
for harnessing the peculiarities of quantum entanglement and quantum
information. In this context, we first overview the relevant literature about
Quantum Internet protocol stack. Then, stemming from this, we sheds the light
on the open problems and required efforts toward the design of an effective and
complete Quantum Internet protocol stack. To the best of authors' knowledge, a
survey of this type is the first of its own. What emerges from this analysis is
that the Quantum Internet, though still in its infancy, is a disruptive
technology whose design requires an inter-disciplinary effort at the border
between quantum physics, computer and telecommunications engineering.","Jessica Illiano, Marcello Caleffi, Antonio Manzalini, Angela Sara Cacciapuoti",arXiv,"cs.NI, quant-ph","quantum marcello_caleffi antonio_manzalini angela_sara_cacciapuoti internet protocol stack a comprehensive survey - jessica illiano , marcello caleffi , antonio manzalini , angela sara cacciapuoti"
"Quantum Long Short-Term Memory - Samuel Yen-Chi Chen, Shinjae Yoo, Yao-Lung L. Fang",https://arxiv.org/abs/2009.01783,,Quantum Long Short-Term Memory,"Long short-term memory (LSTM) is a kind of recurrent neural networks (RNN)
for sequence and temporal dependency data modeling and its effectiveness has
been extensively established. In this work, we propose a hybrid
quantum-classical model of LSTM, which we dub QLSTM. We demonstrate that the
proposed model successfully learns several kinds of temporal data. In
particular, we show that for certain testing cases, this quantum version of
LSTM converges faster, or equivalently, reaches a better accuracy, than its
classical counterpart. Due to the variational nature of our approach, the
requirements on qubit counts and circuit depth are eased, and our work thus
paves the way toward implementing machine learning algorithms for sequence
modeling on noisy intermediate-scale quantum (NISQ) devices.","Samuel Yen-Chi Chen, Shinjae Yoo, Yao-Lung L. Fang",arXiv,"quant-ph, cs.LG","quantum_long quantum long short - term memory - samuel yen - chi chen , shinjae yoo , yao - lung l. fang"
Quantum Support Vector Machine for Big Data Classification,https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.113.130503,,Quantum Support Vector Machine for Big Data Classification,Unknown,"Patrick Rebentrost, Masoud Mohseni, Seth Lloyd",Physical Review Letters,,quantum support vector machine for big data classification
Quantum Switch for the Quantum Internet: Noiseless Communications through Noisy Channels,https://arxiv.org/abs/1907.07432,The Quantum Internet,"Quantum Switch for the Quantum Internet: Noiseless Communications
  through Noisy Channels","Counter-intuitively, quantum mechanics enables quantum particles to propagate
simultaneously among multiple space-time trajectories. Hence, a quantum
information carrier can travel through different communication channels in a
quantum superposition of different orders, so that the relative time-order of
the communication channels becomes indefinite. This is realized by utilizing a
quantum device known as quantum switch. In this paper, we investigate, from a
communication-engineering perspective, the use of the quantum switch within the
quantum teleportation process, one of the key functionalities of the Quantum
Internet. Specifically, a theoretical analysis is conducted to quantify the
performance gain that can be achieved by employing a quantum switch for the
entanglement distribution process within the quantum teleportation with respect
to the case of absence of quantum switch. This analysis reveals that, by
utilizing the quantum switch, the quantum teleportation is heralded as a
noiseless communication process with a probability that, remarkably and
counter-intuitively, increases with the noise levels affecting the
communication channels considered in the indefinite-order time combination.","Marcello Caleffi, Angela Sara Cacciapuoti",arXiv,"quant-ph, cs.NI",quantum noisy_channels switch for the internet : noiseless communications through noisy channels
Quantum advantage in learning from experiments,https://arxiv.org/abs/2112.00778,Quantum Machine Learning (QML),Quantum advantage in learning from experiments,"Quantum technology has the potential to revolutionize how we acquire and
process experimental data to learn about the physical world. An experimental
setup that transduces data from a physical system to a stable quantum memory,
and processes that data using a quantum computer, could have significant
advantages over conventional experiments in which the physical system is
measured and the outcomes are processed using a classical computer. We prove
that, in various tasks, quantum machines can learn from exponentially fewer
experiments than those required in conventional experiments. The exponential
advantage holds in predicting properties of physical systems, performing
quantum principal component analysis on noisy states, and learning approximate
models of physical dynamics. In some tasks, the quantum processing needed to
achieve the exponential advantage can be modest; for example, one can
simultaneously learn about many noncommuting observables by processing only two
copies of the system. Conducting experiments with up to 40 superconducting
qubits and 1300 quantum gates, we demonstrate that a substantial quantum
advantage can be realized using today's relatively noisy quantum processors.
Our results highlight how quantum technology can enable powerful new strategies
to learn about nature.","Hsin-Yuan Huang, Michael Broughton, Jordan Cotler, Sitan Chen, Jerry Li, Masoud Mohseni, Hartmut Neven, Ryan Babbush, Richard Kueng, John Preskill, Jarrod R. McClean",arXiv,"quant-ph, cs.IT, cs.LG, math.IT",quantum advantage in learning from experiments
Quantum algorithm for linear systems of equations,https://arxiv.org/pdf/0811.3171.pdf,Quantum Algorithms,Quantum algorithm for solving linear systems of equations,"Solving linear systems of equations is a common problem that arises both on
its own and as a subroutine in more complex problems: given a matrix A and a
vector b, find a vector x such that Ax=b. We consider the case where one
doesn't need to know the solution x itself, but rather an approximation of the
expectation value of some operator associated with x, e.g., x'Mx for some
matrix M. In this case, when A is sparse, N by N and has condition number
kappa, classical algorithms can find x and estimate x'Mx in O(N sqrt(kappa))
time. Here, we exhibit a quantum algorithm for this task that runs in poly(log
N, kappa) time, an exponential improvement over the best classical algorithm.","Aram W. Harrow, Avinatan Hassidim, Seth Lloyd",arXiv,quant-ph,quantum_algorithm linear quantum algorithm for systems of equations
"Quantum computational advantage using photons - Han-Sen Zhong, Hui Wang, Yu-Hao Deng, Ming-Cheng Chen, Li-Chao Peng, Yi-Han Luo, Jian Qin, ...",https://www.science.org/doi/10.1126/science.abe8770,,Quantum computational advantage using photons,"A light approach to quantum advantage
          
            Quantum computational advantage or supremacy is a long-anticipated milestone toward practical quantum computers. Recent work claimed to have reached this point, but subsequent work managed to speed up the classical simulation and pointed toward a sample size–dependent loophole. Quantum computational advantage, rather than being a one-shot experimental proof, will be the result of a long-term competition between quantum devices and classical simulation. Zhong
            et al.
            sent 50 indistinguishable single-mode squeezed states into a 100-mode ultralow-loss interferometer and sampled the output using 100 high-efficiency single-photon detectors. By obtaining up to 76-photon coincidence, yielding a state space dimension of about 10
            30
            , they measured a sampling rate that is about 10
            14
            -fold faster than using state-of-the-art classical simulation strategies and supercomputers.
          
          
            Science
            , this issue p.
            1460
          ","Han-Sen Zhong, Hui Wang, Yu-Hao Deng, Ming-Cheng Chen, Li-Chao Peng, Yi-Han Luo, Jian Qin, Dian Wu, Xing Ding, Yi Hu, Peng Hu, Xiao-Yan Yang, Wei-Jun Zhang, Hao Li, Yuxuan Li, Xiao Jiang, Lin Gan, Guangwen Yang, Lixing You, Zhen Wang, Li Li, Nai-Le Liu, Chao-Yang Lu, Jian-Wei Pan",Science,,"hui_wang yu-hao_deng cheng_chen li-chao_peng quantum_computational advantage using photons - han - sen zhong , hui wang , yu - hao deng , ming - cheng chen , li - chao peng , yi - han luo , jian qin , ..."
"Quantum computing with photons - introduction to the circuit model, the one way quantum computer, and the fundamental principles of photonic experiments",https://iopscience.iop.org/article/10.1088/0953-4075/48/8/083001,,"Quantum computing with photons: introduction to the circuit model, the one-way quantum computer, and the fundamental principles of photonic experiments",Unknown,Stefanie Barz,"Journal of Physics B: Atomic, Molecular and Optical Physics",,"quantum_computing with photons - introduction to the circuit model , the way quantum computer , and the fundamental principles of photonic experiments"
"Quantum mechanics with real numbers: entanglement, superselection rules and gauges",https://arxiv.org/pdf/2308.05473.pdf,Commercial and Philosophical Views,"Quantum mechanics with real numbers: entanglement, superselection rules
  and gauges","We show how imaginary numbers in quantum physics can be eliminated by
enlarging the Hilbert Space followed by an imposition of - what effectively
amounts to - a superselection rule. We illustrate this procedure with a qubit
and apply it to the Mach-Zehnder interferometer. The procedure is somewhat
reminiscent of the constrained quantization of the electromagnetic field,
where, in order to manifestly comply with relativity, one enlargers the Hilbert
Space by quantizing the longitudinal and scalar modes, only to subsequently
introduce a constraint to make sure that they are actually not directly
observable.",Vlatko Vedral,arXiv,quant-ph,"quantum mechanics with real numbers : entanglement , superselection rules and gauges"
Quantum Particles and Classical Particles - Nathan Rosen,https://link.springer.com/article/10.1007/BF00735376,,Quantum particles and classical particles,Unknown,Nathan Rosen,Foundations of Physics,,quantum particles and classical particles - nathan rosen
"Quantum readout error mitigation via deep learning - Jihye Kim, Byungdu Oh, Yonuk Chong, Euyheon Hwang, and Daniel K Park",https://iopscience.iop.org/article/10.1088/1367-2630/ac7b3d,,Quantum readout error mitigation via deep learning,"Abstract
               Quantum computing devices are inevitably subject to errors. To leverage quantum technologies for computational benefits in practical applications, quantum algorithms and protocols must be implemented reliably under noise and imperfections. Since noise and imperfections limit the size of quantum circuits that can be realized on a quantum device, developing quantum error mitigation techniques that do not require extra qubits and gates is of critical importance. In this work, we present a deep learning-based protocol for reducing readout errors on quantum hardware. Our technique is based on training an artificial neural network (NN) with the measurement results obtained from experiments with simple quantum circuits consisting of singe-qubit gates only. With the NN and deep learning, non-linear noise can be corrected, which is not possible with the existing linear inversion methods. The advantage of our method against the existing methods is demonstrated through quantum readout error mitigation experiments performed on IBM five-qubit quantum devices.","Jihye Kim, Byungdu Oh, Yonuk Chong, Euyheon Hwang, Daniel K Park",New Journal of Physics,,"quantum_readout_error_mitigation kim euyheon_hwang daniel_k_park quantum readout error mitigation via deep learning - jihye , byungdu oh , yonuk chong , euyheon hwang , and daniel k park"
Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model,https://journals.aps.org/pra/pdf/10.1103/PhysRevA.40.4277,Quantum Information Theory,Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model,Unknown,Reinhard F. Werner,Physical Review A,,quantum einstein-podolsky-rosen states with einstein - podolsky - rosen correlations admitting a hidden - variable model
Quantum walks a comprehensive review - Salvador E. Venegas-Andraca,https://arxiv.org/abs/1201.4780,,Quantum walks: a comprehensive review,"Quantum walks, the quantum mechanical counterpart of classical random walks,
is an advanced tool for building quantum algorithms that has been recently
shown to constitute a universal model of quantum computation. Quantum walks is
now a solid field of research of quantum computation full of exciting open
problems for physicists, computer scientists, mathematicians and engineers.
  In this paper we review theoretical advances on the foundations of both
discrete- and continuous-time quantum walks, together with the role that
randomness plays in quantum walks, the connections between the mathematical
models of coined discrete quantum walks and continuous quantum walks, the
quantumness of quantum walks, a summary of papers published on discrete quantum
walks and entanglement as well as a succinct review of experimental proposals
and realizations of discrete-time quantum walks. Furthermore, we have reviewed
several algorithms based on both discrete- and continuous-time quantum walks as
well as a most important result: the computational universality of both
continuous- and discrete- time quantum walks.",Salvador E. Venegas-Andraca,arXiv,"quant-ph, math-ph, math.MP",e._venegas-andraca quantum_walks a comprehensive review - salvador e. venegas - andraca
Quantum-Enhanced Data Classification with a Variational Entangled Sensor Network,https://arxiv.org/abs/2006.11962,Quantum Enhanced Sensing & Detection,"Quantum-enhanced data classification with a variational entangled sensor
  network","Variational quantum circuits (VQCs) built upon noisy intermediate-scale
quantum (NISQ) hardware, in conjunction with classical processing, constitute a
promising architecture for quantum simulations, classical optimization, and
machine learning. However, the required VQC depth to demonstrate a quantum
advantage over classical schemes is beyond the reach of available NISQ devices.
Supervised learning assisted by an entangled sensor network (SLAEN) is a
distinct paradigm that harnesses VQCs trained by classical machine-learning
algorithms to tailor multipartite entanglement shared by sensors for solving
practically useful data-processing problems. Here, we report the first
experimental demonstration of SLAEN and show an entanglement-enabled reduction
in the error probability for classification of multidimensional radio-frequency
signals. Our work paves a new route for quantum-enhanced data processing and
its applications in the NISQ era.","Yi Xia, Wei Li, Quntao Zhuang, Zheshen Zhang",arXiv,"quant-ph, physics.optics",quantum - enhanced data classification with_a variational entangled sensor network
"Rate limits in quantum networks with lossy repeaters - Riccardo Laurenza, Nathan Walk, Jens Eisert and Stefao Pirandola",https://arxiv.org/pdf/2110.10168.pdf,,Rate limits in quantum networks with lossy repeaters,"The derivation of ultimate limits to communication over certain quantum
repeater networks have provided extremely valuable benchmarks for assessing
near-term quantum communication protocols. However, these bounds are usually
derived in the limit of ideal devices and leave questions about the performance
of practical implementations unanswered. To address this challenge, we quantify
how the presence of loss in repeater stations affect the maximum attainable
rates for quantum communication over linear repeater chains and more complex
quantum networks. Extending the framework of node splitting, we model the loss
introduced at the repeater stations and then prove the corresponding limits. In
the linear chain scenario we show that, by increasing the number of repeater
stations, the maximum rate cannot overcome a quantity which solely depends on
the loss of a single station. We introduce a way of adapting the standard
machinery for obtaining bounds to this realistic scenario. The difference is
that whilst ultimate limits for any strategy can be derived given a fixed
channel, when the repeaters introduce additional decoherence, then the
effective overall channel is itself a function of the chosen repeater strategy
(e.g., one-way versus two-way classical communication). Classes of repeater
strategies can be analysed using additional modelling and the subsequent bounds
can be interpreted as the optimal rate within that class.","Riccardo Laurenza, Nathan Walk, Jens Eisert, Stefano Pirandola",arXiv,quant-ph,"jens_eisert rate limits in_quantum networks with lossy repeaters - riccardo laurenza , nathan walk , jens eisert and stefao pirandola"
Real-time quantum error correction beyond break-even,https://arxiv.org/abs/2211.09116,Quantum Error Correction,Real-time quantum error correction beyond break-even,"The ambition of harnessing the quantum for computation is at odds with the
fundamental phenomenon of decoherence. The purpose of quantum error correction
(QEC) is to counteract the natural tendency of a complex system to decohere.
This cooperative process, which requires participation of multiple quantum and
classical components, creates a special type of dissipation that removes the
entropy caused by the errors faster than the rate at which these errors corrupt
the stored quantum information. Previous experimental attempts to engineer such
a process faced an excessive generation of errors that overwhelmed the
error-correcting capability of the process itself. Whether it is practically
possible to utilize QEC for extending quantum coherence thus remains an open
question. We answer it by demonstrating a fully stabilized and error-corrected
logical qubit whose quantum coherence is significantly longer than that of all
the imperfect quantum components involved in the QEC process, beating the best
of them with a coherence gain of $G = 2.27 \pm 0.07$. We achieve this
performance by combining innovations in several domains including the
fabrication of superconducting quantum circuits and model-free reinforcement
learning.","V. V. Sivak, A. Eickbusch, B. Royer, S. Singh, I. Tsioutsios, S. Ganjam, A. Miano, B. L. Brock, A. Z. Ding, L. Frunzio, S. M. Girvin, R. J. Schoelkopf, M. H. Devoret",arXiv,quant-ph,real - time quantum_error correction beyond break - even
"Realization of Real-Time Fault-Tolerant Quantum Error Correction - C. Ryan-Anderson, J. G. Bohnet, K. Lee, D. Gresh, A. Hankin, J. P. Gaebler, Francois, A. Chernoguzov, ...",https://journals.aps.org/prx/abstract/10.1103/PhysRevX.11.041058,,Realization of Real-Time Fault-Tolerant Quantum Error Correction,Unknown,"C. Ryan-Anderson, J. G. Bohnet, K. Lee, D. Gresh, A. Hankin, J. P. Gaebler, D. Francois, A. Chernoguzov, D. Lucchetti, N. C. Brown, T. M. Gatterman, S. K. Halit, K. Gilmore, J. A. Gerber, B. Neyenhuis, D. Hayes, R. P. Stutz",Physical Review X,,"correction_-_c._ryan-anderson j._g._bohnet k._lee a._hankin j._p._gaebler a._chernoguzov realization of real - time fault - tolerant quantum_error correction_- c. ryan - anderson , j. g. bohnet , k. lee , gresh , a. hankin , j. p. gaebler , , a. chernoguzov , ..."
Rearrangement of single atoms in a 2000-site optical tweezers array at cryogenic temperatures,https://arxiv.org/pdf/2405.19503,,"Rearrangement of single atoms in a 2000-site optical tweezers array at
  cryogenic temperatures","We report on the trapping of single rubidium atoms in large arrays of optical
tweezers comprising up to 2088 sites in a cryogenic environment at 6 K. Our
approach relies on the use of microscope objectives that are in-vacuum but at
room temperature, in combination with windowless thermal shields into which the
objectives are protruding to ensure a cryogenic environment for the trapped
atoms. To achieve enough optical power for efficient trapping, we combine two
lasers at slightly different wavelengths. We discuss the performance and
limitations of our design. Finally, we demonstrate atom-by-atom rearrangement
of an 828-atom target array using moving optical tweezers controlled by a
field-programmable gate array.","Grégoire Pichard, Desiree Lim, Etienne Bloch, Julien Vaneecloo, Lilian Bourachot, Gert-Jan Both, Guillaume Mériaux, Sylvain Dutartre, Richard Hostein, Julien Paris, Bruno Ximenez, Adrien Signoles, Antoine Browaeys, Thierry Lahaye, Davide Dreon",arXiv,"physics.atom-ph, cond-mat.quant-gas, quant-ph",rearrangement of single atoms in a - site optical tweezers array at cryogenic temperatures
Resource savings from fault-tolerant circuit design,https://arxiv.org/pdf/2311.02132.pdf,Quantum Error Correction,Resource savings from fault-tolerant circuit design,"Using fault-tolerant constructions, computations performed with unreliable
components can simulate their noiseless counterparts though the introduction of
a modest amount of redundancy. Given the modest overhead required to achieve
fault-tolerance, and the fact that increasing the reliability of basic
components often comes at a cost, are there situations where fault-tolerance
may be more economical? We present a general framework to account for this
overhead cost in order to effectively compare fault-tolerant to
non-fault-tolerant approaches for computation, in the limit of small logical
error rates. Using this detailed accounting, we determine explicit boundaries
at which fault-tolerant designs become more efficient than designs that achieve
comparable reliability through direct consumption of resources. We find that
the fault-tolerant construction is always preferred in the limit of high
reliability in cases where the resources required to construct a basic unit
grows faster than $\log(1 / \epsilon)$ asymptotically for small $\epsilon$.","Andrew K. Tan, Isaac L. Chuang",arXiv,"cs.CE, cs.IT, math.IT",resource savings from fault - tolerant circuit design
"Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing - David Barral, et. al.",https://arxiv.org/abs/2404.01265,,"Review of Distributed Quantum Computing. From single QPU to High
  Performance Quantum Computing","The emerging field of quantum computing has shown it might change how we
process information by using the unique principles of quantum mechanics. As
researchers continue to push the boundaries of quantum technologies to
unprecedented levels, distributed quantum computing raises as an obvious path
to explore with the aim of boosting the computational power of current quantum
systems. This paper presents a comprehensive survey of the current state of the
art in the distributed quantum computing field, exploring its foundational
principles, landscape of achievements, challenges, and promising directions for
further research. From quantum communication protocols to entanglement-based
distributed algorithms, each aspect contributes to the mosaic of distributed
quantum computing, making it an attractive approach to address the limitations
of classical computing. Our objective is to provide an exhaustive overview for
experienced researchers and field newcomers.","David Barral, F. Javier Cardama, Guillermo Díaz, Daniel Faílde, Iago F. Llovo, Mariamo Mussa Juane, Jorge Vázquez-Pérez, Juan Villasuso, César Piñeiro, Natalia Costas, Juan C. Pichel, Tomás F. Pena, Andrés Gómez",arXiv,"quant-ph, cs.ET","review of distributed_quantum computing . from single qpu to high performance quantum_computing - david barral , et._al ."
Room temperature quantum key distribution characteristics of low‑noise InGaAs/InP single‑photon avalanche diode,https://link.springer.com/article/10.1007/s40042-021-00111-4,Quantum Hardware & Implementation,Room temperature quantum key distribution characteristics of low-noise InGaAs/InP single-photon avalanche diode,Unknown,"Soo-Hyun Baek, Seung-Chul Yang, Chan-Yong Park, Chul-Woo Park, Seok-Beom Cho, Sang-Wan Ryu",Journal of the Korean Physical Society,,single‑photon room temperature quantum key distribution characteristics of low‑noise ingaas / inp avalanche diode
Scaling silicon-based quantum computing using CMOS technology,https://arxiv.org/abs/2011.11753,Silicon Based Technologies,"Scaling silicon-based quantum computing using CMOS technology:
  State-of-the-art, Challenges and Perspectives","Complementary metal-oxide semiconductor (CMOS) technology has radically
reshaped the world by taking humanity to the digital age. Cramming more
transistors into the same physical space has enabled an exponential increase in
computational performance, a strategy that has been recently hampered by the
increasing complexity and cost of miniaturization. To continue achieving
significant gains in computing performance, new computing paradigms, such as
quantum computing, must be developed. However, finding the optimal physical
system to process quantum information, and scale it up to the large number of
qubits necessary to build a general-purpose quantum computer, remains a
significant challenge. Recent breakthroughs in nanodevice engineering have
shown that qubits can now be manufactured in a similar fashion to silicon
field-effect transistors, opening an opportunity to leverage the know-how of
the CMOS industry to address the scaling challenge. In this article, we focus
on the analysis of the scaling prospects of quantum computing systems based on
CMOS technology.","M. F. Gonzalez-Zalba, S. de Franceschi, E. Charbon, T. Meunier, M. Vinet, A. S. Dzurak",arXiv,"quant-ph, cond-mat.mes-hall",scaling silicon - based quantum_computing using cmos technology
"SeQUeNCe a customizable discrete-event simulator of quantum networks - Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin,, Tian Zhong, ...",https://arxiv.org/abs/2009.12000,,SeQUeNCe: A Customizable Discrete-Event Simulator of Quantum Networks,"Recent advances in quantum information science enabled the development of
quantum communication network prototypes and created an opportunity to study
full-stack quantum network architectures. This work develops SeQUeNCe, a
comprehensive, customizable quantum network simulator. Our simulator consists
of five modules: Hardware models, Entanglement Management protocols, Resource
Management, Network Management, and Application. This framework is suitable for
simulation of quantum network prototypes that capture the breadth of current
and future hardware technologies and protocols. We implement a comprehensive
suite of network protocols and demonstrate the use of SeQUeNCe by simulating a
photonic quantum network with nine routers equipped with quantum memories. The
simulation capabilities are illustrated in three use cases. We show the
dependence of quantum network throughput on several key hardware parameters and
study the impact of classical control message latency. We also investigate
quantum memory usage efficiency in routers and demonstrate that redistributing
memory according to anticipated load increases network capacity by 69.1% and
throughput by 6.8%. We design SeQUeNCe to enable comparisons of alternative
quantum network technologies, experiment planning, and validation and to aid
with new protocol design. We are releasing SeQUeNCe as an open source tool and
aim to generate community interest in extending it.","Xiaoliang Wu, Alexander Kolar, Joaquin Chung, Dong Jin, Tian Zhong, Rajkumar Kettimuthu, Martin Suchara",arXiv,quant-ph,"xiaoliang_wu alexander_kolar joaquin_chung dong_jin tian_zhong sequence a customizable discrete - event simulator of_quantum networks_- xiaoliang wu , alexander kolar , joaquin chung , dong jin , , tian zhong , ..."
Single-shot Quantum Signal Processing Interferometry,https://arxiv.org/pdf/2311.13703.pdf,Programmable Quantum Gates,Single-shot Quantum Signal Processing Interferometry,"Quantum systems of infinite dimension, such as bosonic oscillators, provide
vast resources for quantum sensing. Yet, a general theory on how to manipulate
such bosonic modes for sensing beyond parameter estimation is unknown. We
present a general algorithmic framework, quantum signal processing
interferometry (QSPI), for quantum sensing at the fundamental limits of quantum
mechanics by generalizing Ramsey-type interferometry. Our QSPI sensing protocol
relies on performing nonlinear polynomial transformations on the oscillator's
quadrature operators by generalizing quantum signal processing (QSP) from
qubits to hybrid qubit-oscillator systems. We use our QSPI sensing framework to
make efficient binary decisions on a displacement channel in the single-shot
limit. Theoretical analysis suggests the sensing accuracy, given a single-shot
qubit measurement, scales inversely with the sensing time or circuit depth of
the algorithm. We further concatenate a series of such binary decisions to
perform parameter estimation in a bit-by-bit fashion. Numerical simulations are
performed to support these statements. Our QSPI protocol offers a unified
framework for quantum sensing using continuous-variable bosonic systems beyond
parameter estimation and establishes a promising avenue toward efficient and
scalable quantum control and quantum sensing schemes beyond the NISQ era.","Jasmine Sinanan-Singh, Gabriel L. Mintzer, Isaac L. Chuang, Yuan Liu",arXiv,"quant-ph, eess.SP",single - shot quantum signal processing interferometry
Solitons near avoided mode crossings in χ(2) nanowaveguides,https://arxiv.org/abs/2108.08563,Silicon Based Technologies,Solitons near avoided mode crossing in $χ^{(2)}$ nanowaveguides,"We present a model for $\chi^{(2)}$ waveguides accounting for three modes,
two of which make an avoided crossing at the second harmonic wavelength. We
introduce two linearly coupled pure modes and adjust the coupling to replicate
the waveguide dispersion near the avoided crossing. Analysis of the nonlinear
system reveals continuous wave (CW) solutions across much of the
parameter-space and prevalence of its modulational instability. We also predict
the existence of the avoided-crossing solitons, and study peculiarities of
their dynamics and spectral properties, which include formation of a pedestal
in the pulse tails and associated pronounced spectral peaks. Mapping these
solitons onto the linear dispersion diagrams, we make connections between their
existence and CW existence and stability. We also simulate the two-color
soliton generation from a single frequency pump pulse to back up its formation
and stability properties.","William R. Rowe, Andrey V. Gorbach, Dmitry V. Skryabin",arXiv,"physics.optics, nlin.PS",solitons near avoided mode crossings in ) nanowaveguides
Stim: a fast stabilizer circuit simulator -Craig Gidney,https://arxiv.org/abs/2103.02202v3,,Stim: a fast stabilizer circuit simulator,"This paper presents ``Stim"", a fast simulator for quantum stabilizer
circuits. The paper explains how Stim works and compares it to existing tools.
With no foreknowledge, Stim can analyze a distance 100 surface code circuit (20
thousand qubits, 8 million gates, 1 million measurements) in 15 seconds and
then begin sampling full circuit shots at a rate of 1 kHz. Stim uses a
stabilizer tableau representation, similar to Aaronson and Gottesman's CHP
simulator, but with three main improvements. First, Stim improves the
asymptotic complexity of deterministic measurement from quadratic to linear by
tracking the {\em inverse} of the circuit's stabilizer tableau. Second, Stim
improves the constant factors of the algorithm by using a cache-friendly data
layout and 256 bit wide SIMD instructions. Third, Stim only uses expensive
stabilizer tableau simulation to create an initial reference sample. Further
samples are collected in bulk by using that sample as a reference for batches
of Pauli frames propagating through the circuit.",Craig Gidney,arXiv,quant-ph,stim : a fast stabilizer circuit simulator -craig gidney
"Subsystem codes with high thresholds by gauge fixing and reduced qubit overhead - Oscar Higgott, Nikolas P. Breuckmann",https://arxiv.org/abs/2010.09626,,"Subsystem codes with high thresholds by gauge fixing and reduced qubit
  overhead","We introduce a technique that uses gauge fixing to significantly improve the
quantum error correcting performance of subsystem codes. By changing the order
in which check operators are measured, valuable additional information can be
gained, and we introduce a new method for decoding which uses this information
to improve performance. Applied to the subsystem toric code with three-qubit
check operators, we increase the threshold under circuit-level depolarising
noise from $0.67\%$ to $0.81\%$. The threshold increases further under a
circuit-level noise model with small finite bias, up to $2.22\%$ for infinite
bias. Furthermore, we construct families of finite-rate subsystem LDPC codes
with three-qubit check operators and optimal-depth parity-check measurement
schedules. To the best of our knowledge, these finite-rate subsystem codes
outperform all known codes at circuit-level depolarising error rates as high as
$0.2\%$, where they have a qubit overhead that is $4.3\times$ lower than the
most efficient version of the surface code and $5.1\times$ lower than the
subsystem toric code. Their threshold and pseudo-threshold exceeds $0.42\%$ for
circuit-level depolarising noise, increasing to $2.4\%$ under infinite bias
using gauge fixing.","Oscar Higgott, Nikolas P. Breuckmann",arXiv,quant-ph,"subsystem codes with high thresholds by gauge fixing and reduced qubit overhead - oscar higgott , p. breuckmann"
"Supervised learning with quantum enhanced feature spaces - Vojtech Havlicek, et.al",https://arxiv.org/pdf/1804.11326.pdf,,Supervised learning with quantum enhanced feature spaces,"Machine learning and quantum computing are two technologies each with the
potential for altering how computation is performed to address previously
untenable problems. Kernel methods for machine learning are ubiquitous for
pattern recognition, with support vector machines (SVMs) being the most
well-known method for classification problems. However, there are limitations
to the successful solution to such problems when the feature space becomes
large, and the kernel functions become computationally expensive to estimate. A
core element to computational speed-ups afforded by quantum algorithms is the
exploitation of an exponentially large quantum state space through controllable
entanglement and interference. Here, we propose and experimentally implement
two novel methods on a superconducting processor. Both methods represent the
feature space of a classification problem by a quantum state, taking advantage
of the large dimensionality of quantum Hilbert space to obtain an enhanced
solution. One method, the quantum variational classifier builds on [1,2] and
operates through using a variational quantum circuit to classify a training set
in direct analogy to conventional SVMs. In the second, a quantum kernel
estimator, we estimate the kernel function and optimize the classifier
directly. The two methods present a new class of tools for exploring the
applications of noisy intermediate scale quantum computers [3] to machine
learning.","Vojtech Havlicek, Antonio D. Córcoles, Kristan Temme, Aram W. Harrow, Abhinav Kandala, Jerry M. Chow, Jay M. Gambetta",arXiv,"quant-ph, stat.ML","supervised learning with quantum enhanced feature spaces - vojtech havlicek , et.al"
Surface codes: Towards practical large-scale quantum computation,https://arxiv.org/abs/1208.0928,Quantum Error Correction,Surface codes: Towards practical large-scale quantum computation,"This article provides an introduction to surface code quantum computing. We
first estimate the size and speed of a surface code quantum computer. We then
introduce the concept of the stabilizer, using two qubits, and extend this
concept to stabilizers acting on a two-dimensional array of physical qubits, on
which we implement the surface code. We next describe how logical qubits are
formed in the surface code array and give numerical estimates of their
fault-tolerance. We outline how logical qubits are physically moved on the
array, how qubit braid transformations are constructed, and how a braid between
two logical qubits is equivalent to a controlled-NOT. We then describe the
single-qubit Hadamard, S and T operators, completing the set of required gates
for a universal quantum computer. We conclude by briefly discussing physical
implementations of the surface code. We include a number of appendices in which
we provide supplementary information to the main text.","Austin G. Fowler, Matteo Mariantoni, John M. Martinis, Andrew N. Cleland",arXiv,quant-ph,surface codes : towards practical large - scale quantum_computation
Symmetry-invariant quantum machine learning force fields,https://arxiv.org/abs/2311.11362,Quantum Machine Learning (QML),Symmetry-invariant quantum machine learning force fields,"Machine learning techniques are essential tools to compute efficient, yet
accurate, force fields for atomistic simulations. This approach has recently
been extended to incorporate quantum computational methods, making use of
variational quantum learning models to predict potential energy surfaces and
atomic forces from ab initio training data. However, the trainability and
scalability of such models are still limited, due to both theoretical and
practical barriers. Inspired by recent developments in geometric classical and
quantum machine learning, here we design quantum neural networks that
explicitly incorporate, as a data-inspired prior, an extensive set of
physically relevant symmetries. We find that our invariant quantum learning
models outperform their more generic counterparts on individual molecules of
growing complexity. Furthermore, we study a water dimer as a minimal example of
a system with multiple components, showcasing the versatility of our proposed
approach and opening the way towards larger simulations. Our results suggest
that molecular force fields generation can significantly profit from leveraging
the framework of geometric quantum machine learning, and that chemical systems
represent, in fact, an interesting and rich playground for the development and
application of advanced quantum machine learning tools.","Isabel Nha Minh Le, Oriel Kiss, Julian Schuhmacher, Ivano Tavernelli, Francesco Tacchino",arXiv,"quant-ph, cs.LG, physics.chem-ph, physics.comp-ph",symmetry - invariant quantum_machine learning force fields
Teleportation of entanglement over 143 km,https://arxiv.org/abs/1403.0009,Quantum Entanglement & Teleportation,Teleportation of entanglement over 143 km,"As a direct consequence of the no-cloning theorem, the deterministic
amplification as in classical communication is impossible for quantum states.
This calls for more advanced techniques in a future global quantum network,
e.g. for cloud quantum computing. A unique solution is the teleportation of an
entangled state, i.e. entanglement swapping, representing the central resource
to relay entanglement between distant nodes. Together with entanglement
purification and a quantum memory it constitutes a so-called quantum repeater.
Since the aforementioned building blocks have been individually demonstrated in
laboratory setups only, the applicability of the required technology in
real-world scenarios remained to be proven. Here we present a free-space
entanglement-swapping experiment between the Canary Islands of La Palma and
Tenerife, verifying the presence of quantum entanglement between two previously
independent photons separated by 143 km. We obtained an expectation value for
the entanglement-witness operator, more than 6 standard deviations beyond the
classical limit. By consecutive generation of the two required photon pairs and
space-like separation of the relevant measurement events, we also showed the
feasibility of the swapping protocol in a long-distance scenario, where the
independence of the nodes is highly demanded. Since our results already allow
for efficient implementation of entanglement purification, we anticipate our
assay to lay the ground for a fully-fledged quantum repeater over a realistic
high-loss and even turbulent quantum channel.","Thomas Herbst, Thomas Scheidl, Matthias Fink, Johannes Handsteiner, Bernhard Wittmann, Rupert Ursin, Anton Zeilinger",arXiv,"quant-ph, physics.optics",teleportation of entanglement over 143 km
"The Computational and Latency Advantage of Quantum Communication Networks - Roberto Ferrara, Riccardo Bassoli, Christian Deppe, Frank H.P. Fitzek and Holger Boche",https://arxiv.org/pdf/2106.03360.pdf,,"The Computational and Latency Advantage of Quantum Communication
  Networks","This article summarises the current status of classical communication
networks and identifies some critical open research challenges that can only be
solved by leveraging quantum technologies. By now, the main goal of quantum
communication networks has been security. However, quantum networks can do more
than just exchange secure keys or serve the needs of quantum computers. In
fact, the scientific community is still investigating on the possible use
cases/benefits that quantum communication networks can bring. Thus, this
article aims at pointing out and clearly describing how quantum communication
networks can enhance in-network distributed computing and reduce the overall
end-to-end latency, beyond the intrinsic limits of classical technologies.
Furthermore, we also explain how entanglement can reduce the communication
complexity (overhead) that future classical virtualised networks will
experience.","Roberto Ferrara, Riccardo Bassoli, Christian Deppe, Frank H. P. Fitzek, Holger Boche",arXiv,"cs.IT, math.IT, quant-ph","deppe frank_h.p._fitzek the computational and latency advantage of_quantum communication networks_- roberto ferrara , riccardo bassoli , , frank h.p . fitzek and holger boche"
"The SWAP test and the Hong-Ou-Mandel effect are equivalent - Juan Carlos Garcia-Escartin, Pedro Chamorro-Posada",https://arxiv.org/abs/1303.6814,,The SWAP test and the Hong-Ou-Mandel effect are equivalent,"We show that the Hong-Ou-Mandel effect from quantum optics is equivalent to
the SWAP test, a quantum information primitive which compares two arbitrary
states. We first derive a destructive SWAP test that doesn't need the ancillary
qubit that appears in the usual quantum circuit. Then, we study the
Hong-Ou-Mandel effect for two photons meeting at a beam splitter and prove it
is, in fact, an optical implementation of the destructive SWAP test. This
result offers both an interesting simple realization of a powerful quantum
information primitive and an alternative way to understand and analyse the
Hong-Ou-Mandel effect.","Juan Carlos Garcia-Escartin, Pedro Chamorro-Posada",arXiv,quant-ph,"juan_carlos_garcia-escartin the swap test and the hong - ou - mandel effect are equivalent - juan carlos garcia - escartin , pedro chamorro - posada"
"The_Virtual_Quantum_Optics_Laboratory - Brian R. La Cour, Maria Maynard, Parth Shroff, Gabriel Ko, Evan Ellis",https://arxiv.org/abs/2105.07300,,The Virtual Quantum Optics Laboratory,"We present a web-based software tool, the Virtual Quantum Optics Laboratory
(VQOL), that may be used for designing and executing realistic simulations of
quantum optics experiments. A graphical user interface allows one to rapidly
build and configure a variety of different optical experiments, while the
runtime environment provides unique capabilities for visualization and
analysis. All standard linear optical components are available as well as
sources of thermal, coherent, and entangled Gaussian states. A unique aspect of
VQOL is the introduction of non-Gaussian measurements using detectors modeled
as deterministic devices that ""click"" when the amplitude of the light falls
above a given threshold. We describe the underlying theoretical models and
provide several illustrative examples. We find that VQOL provides a a faithful
representation of many experimental quantum optics phenomena and may serve as
both a useful instructional tool for students as well as a valuable research
tool for practitioners.","Brian R. La Cour, Maria Maynard, Parth Shroff, Gabriel Ko, Evan Ellis",arXiv,quant-ph,"la_cour maria_maynard gabriel_ko evan_ellis the_virtual_quantum_optics_laboratory - brian r. la cour , maria maynard , parth shroff , gabriel ko , evan ellis"
The information-theoretic foundation of thermodynamic work extraction,https://arxiv.org/abs/2009.04588,Physical Information,The information-theoretic foundation of thermodynamic work extraction,"In this paper I apply newly-proposed information-theoretic principles to
thermodynamic work extraction. I show that if it is possible to extract work
deterministically from a physical system prepared in any one of a set of
states, then those states must be distinguishable from one another. This result
is formulated independently of scale and of particular dynamical laws; it also
provides a novel connection between thermodynamics and information theory,
established via the law of conservation of energy (rather than the second law
of thermodynamics). Albeit compatible with these conclusions, existing
thermodynamics approaches cannot provide a result of such generality, because
they are scale-dependent (relying on ensembles or coarse-graining) or tied to
particular dynamical laws. This paper thus provides a broader foundation for
thermodynamics, with implications for the theory of von Neumann's universal
constructor",Chiara Marletto,arXiv,"quant-ph, physics.comp-ph",the information - theoretic foundation of thermodynamic work extraction
The role of quantum information in thermodynamics,https://arxiv.org/abs/1505.07835,Physical Information,The role of quantum information in thermodynamics --- a topical review,"This topical review article gives an overview of the interplay between
quantum information theory and thermodynamics of quantum systems. We focus on
several trending topics including the foundations of statistical mechanics,
resource theories, entanglement in thermodynamic settings, fluctuation theorems
and thermal machines. This is not a comprehensive review of the diverse field
of quantum thermodynamics; rather, it is a convenient entry point for the
thermo-curious information theorist. Furthermore this review should facilitate
the unification and understanding of different interdisciplinary approaches
emerging in research groups around the world.","John Goold, Marcus Huber, Arnau Riera, Lídia del Rio, Paul Skrzypczyk",arXiv,quant-ph,the role of_quantum information in thermodynamics
"Tutorial: Remote entanglement protocols for stationary qubits with photonic interfaces - Hans K.C. Beukers, et.al.",https://arxiv.org/pdf/2310.19878.pdf,,"Tutorial: Remote entanglement protocols for stationary qubits with
  photonic interfaces","Generating entanglement between distant quantum systems is at the core of
quantum networking. In recent years, numerous theoretical protocols for remote
entanglement generation have been proposed, of which many have been
experimentally realized. Here, we provide a modular theoretical framework to
elucidate the general mechanisms of photon-mediated entanglement generation
between single spins in atomic or solid-state systems. Our framework
categorizes existing protocols at various levels of abstraction and allows for
combining the elements of different schemes in new ways. These abstraction
layers make it possible to readily compare protocols for different quantum
hardware. To enable the practical evaluation of protocols tailored to specific
experimental parameters, we have devised numerical simulations based on the
framework with our codes available online.","Hans K. C. Beukers, Matteo Pasini, Hyeongrak Choi, Dirk Englund, Ronald Hanson, Johannes Borregaard",arXiv,quant-ph,"tutorial : remote entanglement protocols for stationary qubits with photonic interfaces - hans k.c . beukers , ."
"Two-photon interference the Hong-Ou-Mandel effect - FrédÉric Bouchard, Alicia Sit, Yingwen Zhang, Robert Fickler, Filippo M. Miatto,...",https://arxiv.org/abs/2006.09335,,Two-photon interference: the Hong-Ou-Mandel effect,"Nearly 30 years ago, two-photon interference was observed, marking the
beginning of a new quantum era. Indeed, two-photon interference has no
classical analogue, giving it a distinct advantage for a range of applications.
The peculiarities of quantum physics may now be used to our advantage to
outperform classical computations, securely communicate information, simulate
highly complex physical systems and increase the sensitivity of precise
measurements. This separation from classical to quantum physics has motivated
physicists to study two-particle interference for both fermionic and bosonic
quantum objects. So far, two-particle interference has been observed with
massive particles, among others, such as electrons and atoms, in addition to
plasmons, demonstrating the extent of this effect to larger and more complex
quantum systems. A wide array of novel applications to this quantum effect is
to be expected in the future. This review will thus cover the progress and
applications of two-photon (two-particle) interference over the last three
decades.","FrédÉric Bouchard, Alicia Sit, Yingwen Zhang, Robert Fickler, Filippo M. Miatto, Yuan Yao, Fabio Sciarrino, Ebrahim Karimi",arXiv,"quant-ph, physics.optics","yingwen_zhang robert_fickler - photon interference the hong - ou - mandel effect - frédéric bouchard , alicia sit , yingwen zhang , robert fickler , filippo m. miatto , ..."
Energy & Information - Myron Tribus and Edward C. McIrvine,https://www.jstor.org/stable/24923125?saml_data=eyJzYW1sVG9rZW4iOiIzYThiNDZlMi1iZGVhLTRlMGQtOGExOC03YzQ2ZDZkNzQyNWQiLCJpbnN0aXR1dGlvbklkcyI6WyJiN2JlMjYxZS1hOWVhLTRiZGYtOWVjNS00ZWVkN2NhNTI5NzIiXX0#metadata_info_tab_contents,,Unknown,Unknown,Unknown,Unknown,Unknown,energy_&_information_-_myron edward_c._mcirvine energy & information - myron tribus and edward c. mcirvine
"Simple Proof of Security of the BB84 Quantum Key Distribution Protocol -Peter W. Shor, John Preskill",https://arxiv.org/abs/quant-ph/0003004,,Unknown,Unknown,Unknown,Unknown,Unknown,"w._shor john_preskill simple proof of security of the quantum key distribution protocol -peter w. shor , john preskill"
2D materials for quantum information science,https://www.nature.com/articles/s41578-019-0136-x,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown,materials for_quantum information science
Energy & Information,https://www.jstor.org/stable/24923125,Physical Information,Unknown,Unknown,Unknown,Unknown,Unknown,energy_&_information energy & information
"Entanglement in Many-Body Systems - Luigi Amico, Rosario Fazio, Vlatko Vedral",https://arxiv.org/pdf/quant-ph/0703044.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,"rosario_fazio entanglement in many - body systems_- luigi amico , rosario fazio , vlatko_vedral"
Establishing the quantum supremacy frontier with a 281 Pflop/s simulation,https://iopscience.iop.org/article/10.1088/2058-9565/ab7eeb/pdf?casa_token=fqUuMeRiHW8AAAAA:-qCFEf4B8q71vIHgiBtzWC_CMtpzILLTB5PaGoVOSn-EugRt6crwFnEY65HH3AwY_zVOkq2gmQ,,Unknown,Unknown,Unknown,Unknown,Unknown,establishing the quantum supremacy frontier with_a pflop / s simulation
Energy-Efficient Superconducting Computing—Power Budgets and Requirements,https://ieeexplore.ieee.org/abstract/document/6449287,,Unknown,Unknown,Unknown,Unknown,Unknown,energy - efficient superconducting computing — power budgets and requirements
"Scheme for reducing decoherence in quantum computer memory, Peter W. Shor",https://www.cs.miami.edu/home/burt/learning/Csc670.052/pR2493_1.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,"peter_w. scheme for reducing decoherence in_quantum computer memory , peter w. shor"
"Experimental violation of Bell inequalities for multi-dimensional systems - Hsin-Pin Lo1, Che-Ming Li2, AtsushiYabushita1, Yueh-NanChen3, Chih-Wei Luo1 & Takayoshi Kobayashi",https://www.nature.com/articles/srep22088,,Unknown,Unknown,Unknown,Unknown,Unknown,"lo1 atsushiyabushita1 chih-wei experimental violation of bell inequalities for multi - dimensional systems_- hsin - pin , che - ming li2 , , yueh - nanchen3 , chih - wei luo1 & takayoshi kobayashi"
Quantum information processing with bosonic qubits in circuit QED,https://iopscience.iop.org/article/10.1088/2058-9565/abe989/pdf,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown,quantum_information processing with bosonic qubits in circuit qed
Quantum Computing,https://arxiv.org/abs/quant-ph/9708022,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown,quantum_computing
The Future of Quantum Computing with Superconducting Qubits,https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown,the future of_quantum computing_with superconducting_qubits
"Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits - Ming Gong, Xiao Yuan, Shiyu Wang, Yulin Wu, ...",https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&ved=2ahUKEwiH6f7Sk8n5AhW6S0EAHYpcCL0QFnoECAsQAQ&url=https%3A%2F%2Fora.ox.ac.uk%2Fobjects%2Fuuid%3A5b2e5204-7746-4569-807e-77654a77313a%2Ffiles%2Fs0v838175c&usg=AOvVaw3l2-7GFf0m6Fw14IpYljjx,,Unknown,Unknown,Unknown,Unknown,Unknown,"shiyu_wang yulin_wu experimental exploration of - qubit quantum error - correcting code with_superconducting qubits_- ming gong , xiao yuan , shiyu wang , yulin wu , ..."
An energy efficient multipliers using reversible gates,https://www.researchgate.net/publication/347857423_An_energy_efficient_multipliers_using_reversible_gates,,Unknown,Unknown,Unknown,Unknown,Unknown,an energy efficient multipliers using reversible gates
A generalization of the stabilizer formalism for simulating arbitrary quantum circuits - Theodore J. Yoder,https://www.scottaaronson.com/showcase2/report/ted-yoder.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,a generalization of the stabilizer formalism for simulating arbitrary quantum circuits - theodore j. yoder
Quantum Optical Neural Networks (Patent Application),https://patentimages.storage.googleapis.com/fa/61/94/ec20dc003a6517/US20200372334A1.pdf,Quantum Neural Networks (QNNs),Unknown,Unknown,Unknown,Unknown,Unknown,quantum_optical_neural_networks quantum optical neural networks ( patent application )
Quantum computing at the frontiers of biological sciences,https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8254820/,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown,quantum_computing at the frontiers of biological sciences
A Review of Quantum Computer Energy Efficiency,https://ieeexplore.ieee.org/abstract/document/8767125,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown,a review of_quantum computer energy efficiency
Linear growth of quantum circuit complexity,https://www.nature.com/articles/s41567-022-01539-6,Quantum Algorithms,Unknown,Unknown,Unknown,Unknown,Unknown,linear growth of_quantum circuit complexity
Solid-state single-photon emitters,http://ciqm.harvard.edu/uploads/2/3/3/4/23349210/aharanovich_2016.pdf,Quantum Hardware & Implementation,Unknown,Unknown,Unknown,Unknown,Unknown,solid - state single - photon emitters
Green Networking Metrics,https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Clemm-Dong-Mirsky-Ciavaglia-Tantsura-Odini_Green-Networking-Metrics.pdf,Energy & Sustainability in Quantum Computing,Unknown,Unknown,Unknown,Unknown,Unknown,green networking metrics
"18th Conference on the Theory of Quantum Computation, Communication and Cryptography",https://inspirehep.net/files/36042b35a0a8b68d0c63390592af9491,,Unknown,Unknown,Unknown,Unknown,Unknown,"conference on the theory_of quantum computation , communication and cryptography"
"A Preprocessing Perspective for Quantum Machine Learning Classification Advantage in Finance Using NISQ Algorithms - Javier Mancilla, Christophe Pere",https://www.mdpi.com/1099-4300/24/11/1656,,Unknown,Unknown,Unknown,Unknown,Unknown,"a preprocessing perspective for_quantum machine_learning classification advantage in finance using nisq algorithms - javier mancilla , christophe pere"
A Tutorial on Quantum Error Correction - Andrew M. Steane,https://www2.physics.ox.ac.uk/sites/default/files/ErrorCorrectionSteane06.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,andrew_m._steane a tutorial on quantum_error correction_- andrew m. steane
"An Algebraic Language for Distributed Quantum Computing - Mingsheng Ying, Yuan Feng",https://ieeexplore.ieee.org/document/4745631,,Unknown,Unknown,Unknown,Unknown,Unknown,"mingsheng_ying yuan_feng an algebraic language for distributed_quantum computing_- mingsheng ying , yuan feng"
Photonic resource state generation from a minimal number of quantum emitters,https://www.nature.com/articles/s41534-022-00522-6,Quantum Photonics,Unknown,Unknown,Unknown,Unknown,Unknown,photonic resource state generation from a minimal number of_quantum emitters
Advances in Silicon Quantum Photonics - Jeremy C. Adcock; Jueming Bao; Yulin Chi; Xiaojiong Chen; Davide Bacco; Qihuang,https://ieeexplore.ieee.org/document/9205209/authors#authors,,Unknown,Unknown,Unknown,Unknown,Unknown,yulin_chi xiaojiong_chen qihuang advances in silicon quantum photonics - jeremy c. adcock ; jueming bao ; yulin chi ; xiaojiong chen ; davide bacco ;
"Error Correcting Codes in Quantum Theory, Andrew Steane",https://users.physics.ox.ac.uk/~Steane/pubs/Steane_PRL95.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,"error correcting codes in_quantum theory , andrew_steane"
The Physical Implementation of Quantum Computation,https://arxiv.org/abs/quant-ph/0002077,Quantum Computing Fundamentals,Unknown,Unknown,Unknown,Unknown,Unknown,the physical implementation of_quantum computation
Quantum computational advantage with a programmable photonic processor,https://www.nature.com/articles/s41586-022-04725-x,Quantum Supremacy & Computational Advantage,Unknown,Unknown,Unknown,Unknown,Unknown,quantum_computational advantage with_a programmable photonic processor
The Everything-Is-a-Quantum-Wave Interpretation of Quantum Physics - Vlatko Vedral,https://www.mdpi.com/2624-960X/5/2/31,,Unknown,Unknown,Unknown,Unknown,Unknown,the everything - is - a - quantum - wave interpretation of_quantum physics - vlatko_vedral
"The Future of Quantum Computing with Superconducting Qubits - Sergey Bravyi, Oliver Dial, Jay M. Gambetta, Dar ́ıo Gil, and Zaira Nazario1",https://pubs.aip.org/aip/jap/article/132/16/160902/2837574/The-future-of-quantum-computing-with?gad_source=1&gclid=CjwKCAjwzN-,,Unknown,Unknown,Unknown,Unknown,Unknown,"oliver_dial jay_m._gambetta zaira_nazario1 the future of_quantum computing_with superconducting_qubits - sergey bravyi , oliver dial , jay m. gambetta , dar ́ıo gil , and zaira nazario1"
"Generation of broadband correlated photon-pairs in short thin-film lithium-niobate waveguides - Bradley S. Elkus, et. al",https://opg.optica.org/directpdfaccess/02ed958b-dc38-449c-b5d94c4360c660b2_424684/oe-27-26-38521.pdf?da=1&id=424684&seq=0&mobile=no,,Unknown,Unknown,Unknown,Unknown,Unknown,"al generation of broadband correlated photon - pairs in short thin - film lithium - niobate waveguides - bradley s. elkus , et ."
Field-linked resonances of polar molecules,https://www.nature.com/articles/s41586-022-05651-8,,Unknown,Unknown,Unknown,Unknown,Unknown,field - linked resonances of polar molecules
"Request_Scheduling_in_Quantum_Networks - C. Cicconetti, M. Conti, and A. Passarella",https://www.researchgate.net/publication/352621787_Request_Scheduling_in_Quantum_Networks,,Unknown,Unknown,Unknown,Unknown,Unknown,"a._passarella request_scheduling_in_quantum_networks - c. cicconetti , m. conti , and a. passarella"
"Reducing Green House Gas Emissions With Congestion Control - Michael Welzl, Ozgu Alay, Peyman Teymoori, Safiqul Islam",https://github.com/intarchboard/e-impact-workshop-public/blob/main/papers/Welzel-Alay-Teymoori-Islam_Reducing-Green-House-Gas-Emissions-With-Congestion-Control-v2.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,"peyman_teymoori reducing green house gas emissions with congestion control - michael welzl , ozgu alay , peyman teymoori , safiqul"
Quantum supremacy using a programmable superconducting processor,https://www.nature.com/articles/s41586-019-1666-5,Quantum Supremacy & Computational Advantage,Unknown,Unknown,Unknown,Unknown,Unknown,quantum supremacy using a programmable superconducting processor
Quantum communications and cryptography,https://people.bu.edu/alexserg/Impression_Book.pdf,Quantum Communication & Cryptography,Unknown,Unknown,Unknown,Unknown,Unknown,quantum communications and cryptography
"Discrete simulation of quantum walks - Madita Willsch, Dennis Willsch, Kristel Michielsen, and Hans De Raedt",https://www.frontiersin.org/articles/10.3389/fphy.2020.00145/full,,Unknown,Unknown,Unknown,Unknown,Unknown,"dennis_willsch kristel_michielsen hans_de_raedt discrete simulation of_quantum walks - madita willsch , dennis willsch , kristel michielsen , and hans de raedt"
On the CNOT-cost of TOFFOLI gates,https://dl.acm.org/doi/10.5555/2011791.2011799,Quantum Circuits,Unknown,Unknown,Unknown,Unknown,Unknown,on the cnot - cost of toffoli gates
Transitioning organizations to post-quantum cryptography,https://www.nature.com/articles/s41586-022-04623-2,Quantum Communication & Cryptography,Unknown,Unknown,Unknown,Unknown,Unknown,transitioning organizations to post - quantum cryptography
Distribution of entanglement in large-scale quantum networks,https://iopscience.iop.org/article/10.1088/0034-4885/76/9/096001/pdf,Quantum Entanglement & Teleportation,Unknown,Unknown,Unknown,Unknown,Unknown,distribution of entanglement in large - scale quantum_networks
Generalized GHZ States and Distributed Quantum Computing,https://arxiv.org/abs/quant-ph/0402148,Quantum Entanglement & Teleportation,Unknown,Unknown,Unknown,Unknown,Unknown,generalized ghz states and distributed_quantum computing
Substituting Quantum Entanglement for Communication,https://arxiv.org/pdf/quant-ph/9704026,Quantum Entanglement & Teleportation,Unknown,Unknown,Unknown,Unknown,Unknown,substituting quantum entanglement for communication
Implementing Post-quantum Cryptography for Developers,https://www.scitepress.org/Papers/2022/107862/107862.pdf,Quantum Communication & Cryptography,Unknown,Unknown,Unknown,Unknown,Unknown,implementing post - quantum cryptography for developers
An introduction to measurement based quantum computation - Richard Jozsa,https://arxiv.org/abs/quant-ph/0508124,,Unknown,Unknown,Unknown,Unknown,Unknown,richard_jozsa an introduction to measurement based quantum_computation - richard jozsa
"The Toric Code, Paul Herringer",https://www.physics.rutgers.edu/grad/602/Lectures/JC_Presentations/0419/Intro_Toric_Code.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,"paul_herringer the toric code , paul herringer"
Quantum simulator enables first microscopic observation of charge carriers pairing,https://www.mpq.mpg.de/6803661/01-magnetic-pairing,Ion Traps,Unknown,Unknown,Unknown,Unknown,Unknown,quantum simulator enables microscopic observation of charge carriers pairing
"Topological quantum memory - Eric Dennis,Alexei Kitaev,Andrew Landahl,and John Preskill",https://arxiv.org/abs/quant-ph/0110143,,Unknown,Unknown,Unknown,Unknown,Unknown,"eric_dennis andrew_landahl john_preskill topological quantum memory - eric dennis , alexei kitaev , andrew landahl , and john preskill"
"Universal and operational benchmarking of quantum memories - Xiao Yuan, Yunchao Liu, Qi Zhao, Bartosz Regula, Jayne Thompson and Mile Gu",https://bartoszregula.me/pdf/s41534-021-00444-9.pdf,,Unknown,Unknown,Unknown,Unknown,Unknown,"yunchao_liu qi_zhao jayne_thompson mile_gu universal and operational benchmarking of_quantum memories - xiao yuan , yunchao liu , qi zhao , bartosz regula , jayne thompson and mile gu"
Quantum principal component analysis,https://www.nature.com/articles/nphys3029#Sec2,Quantum Algorithms,Unknown,Unknown,Unknown,Unknown,Unknown,quantum principal component analysis
"How many qubits are needed for quantum computational supremacy? - Alexander M. Dalzell1, Aram W. Harrow, Dax Enshan Koh, and Rolando L. La Placa",https://quantum-journal.org/papers/q-2020-05-11-264/,,Unknown,Unknown,Unknown,Unknown,Unknown,"alexander_m._dalzell1 aram_w._harrow rolando_l._la how many qubits are needed for_quantum computational supremacy ? - alexander m. dalzell1 , aram w. harrow , dax enshan koh , and rolando l. la placa"
"Implementing the quantum random walk - B. C. Travaglione, G. J. Milburn",https://arxiv.org/abs/quant-ph/0109076,,Unknown,Unknown,Unknown,Unknown,Unknown,"-_b._c._travaglione g._j._milburn implementing the quantum random walk - b. c. travaglione , g. j. milburn"
Memory cost of quantum protocols,https://www.researchgate.net/publication/51965796_Memory_cost_of_quantum_protocols,Quantum Memories,Unknown,Unknown,Unknown,Unknown,Unknown,memory cost of_quantum protocols
Experimental exploration of five-qubit quantum error-correcting code with superconducting qubits,https://ora.ox.ac.uk/objects/uuid:5b2e5204-7746-4569-807e-77654a77313a/files/s0v838175c,Quantum Error Correction,Unknown,Unknown,Unknown,Unknown,Unknown,experimental exploration of - qubit quantum error - correcting code with_superconducting qubits
"Channel Waveguides in Lithium Niobate and Lithium Tantalate- Yi Lu, Benjamin Johnston, Peter Dekker, Michael J Withford, Judith M Dawes",https://pubmed.ncbi.nlm.nih.gov/32867367/,,Unknown,Unknown,Unknown,Unknown,Unknown,"benjamin_johnston peter_dekker michael_j_withford judith_m channel waveguides in lithium_niobate and lithium tantalate- yi lu , benjamin johnston , peter dekker , michael j withford , judith m dawes"
Optimal architectures for long distance quantum communication,https://www.nature.com/articles/srep20463,Quantum Repeater Architectures,Unknown,Unknown,Unknown,Unknown,Unknown,optimal architectures for long distance quantum_communication
Stabilizer Codes and Quantum Error Correction -Thesis by Daniel Gottesman,https://arxiv.org/abs/quant-ph/9705052,,Unknown,Unknown,Unknown,Unknown,Unknown,daniel_gottesman stabilizer codes and quantum_error correction -thesis by daniel gottesman
Multiple Particle Interference and Quantum Error Correction - Andrew Steane,https://arxiv.org/abs/quant-ph/9601029Multiplexed quantum repeaters,,Unknown,Unknown,Unknown,Unknown,Unknown,multiple particle interference and quantum_error correction_- andrew_steane
"Multiple Particle Interference and Quantum Error Correction, Andrew Steane",https://arxiv.org/abs/quant-ph/9601029,,Unknown,Unknown,Unknown,Unknown,Unknown,"multiple particle interference and quantum_error correction , andrew_steane"
Why Philosophers Should Care About Computational Complexity,https://arxiv.org/abs/1108.1791,Commercial and Philosophical Views,Why Philosophers Should Care About Computational Complexity,"One might think that, once we know something is computable, how efficiently
it can be computed is a practical question with little further philosophical
importance. In this essay, I offer a detailed case that one would be wrong. In
particular, I argue that computational complexity theory -- the field that
studies the resources (such as time, space, and randomness) needed to solve
computational problems -- leads to new perspectives on the nature of
mathematical knowledge, the strong AI debate, computationalism, the problem of
logical omniscience, Hume's problem of induction, Goodman's grue riddle, the
foundations of quantum mechanics, economic rationality, closed timelike curves,
and several other topics of philosophical interest. I end by discussing aspects
of complexity theory itself that could benefit from philosophical analysis.",Scott Aaronson,arXiv,"cs.CC, quant-ph",why philosophers should care about computational complexity
lambeq: An Efficient High-Level Python Library for Quantum NLP,https://arxiv.org/abs/2110.04236,Natural Language Processing & Quantum Computing,lambeq: An Efficient High-Level Python Library for Quantum NLP,"We present lambeq, the first high-level Python library for Quantum Natural
Language Processing (QNLP). The open-source toolkit offers a detailed hierarchy
of modules and classes implementing all stages of a pipeline for converting
sentences to string diagrams, tensor networks, and quantum circuits ready to be
used on a quantum computer. lambeq supports syntactic parsing, rewriting and
simplification of string diagrams, ansatz creation and manipulation, as well as
a number of compositional models for preparing quantum-friendly representations
of sentences, employing various degrees of syntax sensitivity. We present the
generic architecture and describe the most important modules in detail,
demonstrating the usage with illustrative examples. Further, we test the
toolkit in practice by using it to perform a number of experiments on simple
NLP tasks, implementing both classical and quantum pipelines.","Dimitri Kartsaklis, Ian Fan, Richie Yeung, Anna Pearson, Robin Lorenz, Alexis Toumi, Giovanni de Felice, Konstantinos Meichanetzidis, Stephen Clark, Bob Coecke",arXiv,"cs.CL, cs.AI, quant-ph",lambeq : an efficient high - level python library for_quantum nlp


================================================
FILE: i18n/en.json
================================================
{
    "app": {
    "title": "Quantum Tech Papers",
    "description": "Browse the collection of quantum technology papers. Search semantically or filter by category.",
    "end_of_list": "End of list",
    "sidebar_title": "Navigation",
    "sidebar_navigation": "Select Page",
    "home_page_title": "Quantum Tech Papers",
    "home_about_title": "About This Project",
    "home_about_text_1": "This repository contains a list of some of the papers and publications I have read throughout my journey in quantum technologies. I began this project during my undergraduate years, and I currently continue maintaining it in graduate school.",
    "home_about_text_2": "The objective of this project is not to curate a list of the most recommended publications for beginners, but rather to build a journal-like record depicting my personal journey through quantum research papers. The topics reflected here often align with my research work and surges of interest throughout my time in this industry. Some recurring areas of focus include:",
    "home_about_topics": "Quantum protocol design, Quantum algorithms, The Quantum Internet, Silicon-based quantum technologies, Ion traps, The Hong-Ou-Mandel effect, Quantum circuits, Programmable quantum gates, Quantum error correction & mitigation, Electron-spin states, Commercial and philosophical views on quantum tech, Quantum repeater architectures, Quantum memories, Experimental simulation tools, Quantum markets and hype, Quantum Machine Learning (QML), Constructor theory & Physical information, Quantum Neural Networks (QNNs)",
    "home_about_text_3": "I welcome contributions to the Recommended Reads branch and would love to build a strong reading list for beginners through collective input."
  },
    "filters": {
      "all": "All",
      "select_label": "Filter by Category",
      "showing_category": "Papers in Category: '{category}'",
      "displaying_n_papers": "Displaying {count} papers",
      "select_authors": "Filter by Authors"
    },
    "search": {
      "input_placeholder": "Search by keywords (semantic search):",
      "results_title": "Results for: '{query}' (Semantic Search)"
    },
    "paper": {
      "view_paper": "View Paper",
      "category": "Category",
      "authors": "Authors",
      "journal": "Journal",
      "keywords": "Keywords",
      "show_abstract": "Show Abstract"
    },
    "sidebar": {
    "title": "Navigation",
    "select_page": "Select a Page",
    "search_page": "Search Papers",
    "graph_page": "Research Graph"
    },
    "graph": {
      "title": "Research Graph",
      "description": "Explore the relationships between authors and papers, as well as papers and keywords. This way, you can discover other research related to your goals.",
      "select_graph_type": "Select Graph Type",
      "generate_graph": "Generate Graph",
      "author_paper": "Author - Paper",
      "keyword_paper": "Keyword - Paper",
      "selected_papers_title": "Selected Papers",
      "legend_title": "Graph Legend",
      "legend_paper": "Paper",
      "legend_author": "Author",
      "legend_keyword": "Keyword"
    }
  }
  

================================================
FILE: instruction.md
================================================
python pipelines.py --extract --enrich --train

================================================
FILE: main.py
================================================
"""
main.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module serves as the entry point for the Streamlit application. It imports and runs the necessary functions
to start the Streamlit app and to enrich the dataset of quantum technology research papers incrementally.

Functions:
    main() -> None:
        Runs the Streamlit application.
"""
import streamlit as st
from app.streamlit_app import run_streamlit_app
from src.enrich_papers_incremental import enrich_incrementally

if __name__ == '__main__':
    run_streamlit_app()


================================================
FILE: packages.txt
================================================
 build-essential
pkg-config
default-libmysqlclient-dev

================================================
FILE: pipelines.py
================================================
"""
pipelines.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module provides a command-line interface for various tasks related to the Quantum Tech Papers Dashboard.
It includes options for extracting data from README, enriching the dataset incrementally, and training models.

Functions:
    load_config(config_path="config.yaml") -> dict:
        Loads the configuration from a YAML file.

    main() -> None:
        Parses command-line arguments and executes the corresponding tasks.
"""
import argparse
import yaml
from app.streamlit_app import run_streamlit_app
from src.training import main as train_model_main
from src.enrich_papers_incremental import enrich_incrementally
from src.extract_papers_to_csv import extract_data_from_readme


def load_config(config_path="config.yaml") -> dict:
    """
    Loads the configuration from a YAML file.

    Parameters:
    config_path (str): The path to the configuration file. Default is "config.yaml".

    Returns:
    dict: A dictionary containing the configuration settings.
    """
    with open(config_path, 'r') as f:
        return yaml.safe_load(f)


def main() -> None:
    """
    Parses command-line arguments and executes the corresponding tasks.

    Returns:
    None
    """
    parser = argparse.ArgumentParser(
        description="Quantum Tech Papers Dashboard")
    parser.add_argument(
        "--extract",
        action="store_true",
        help="Extract data from README.")
    parser.add_argument(
        "--enrich",
        action="store_true",
        help="Fetch metadata from arXiv / CrossRef and update enriched CSV.")
    parser.add_argument(
        "--train",
        action="store_true",
        help="Run the model training pipeline (NER, n-grams, SBERT embeddings).")

    args = parser.parse_args()
    config = load_config()

    if args.extract:
        print("Extracting data from README...")
        extract_data_from_readme(
            config['paths']['readme_input'],
            config['paths']['input_csv'])
        print("Extraction completed successfully.")

    if args.enrich:
        print("Starting incremental enrichment...")
        enrich_incrementally(
            config['paths']['input_csv'],
            config['paths']['enriched_csv'])
        print("Enrichment completed successfully.")

    if args.train:
        print("Starting the model training pipeline...")
        train_model_main(config)
        print("Training completed successfully.")

    if not any([args.extract, args.enrich, args.train]):
        print("No valid option provided. Use --extract, --train, or --enrich.")


if __name__ == "__main__":
    main()


================================================
FILE: requirements.txt
================================================
streamlit
scikit-learn
pandas
plotly
networkx
sentence-transformers
gensim
spacy

================================================
FILE: src/__init__.py
================================================


================================================
FILE: src/config_loader.py
================================================
"""
config_loader.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains functions for loading configuration files and text resources for the application.

Functions:
    load_config(config_path='config.yaml') -> dict:
        Loads the configuration from a YAML file.

    load_texts(language='en', base_path='i18n') -> dict:
        Loads text resources from a JSON file based on the specified language.
"""
import yaml
import json


def load_config(config_path='config.yaml') -> dict:
    """
    Loads the configuration from a YAML file.

    Parameters:
    config_path (str): The path to the configuration file. Default is 'config.yaml'.

    Returns:
    dict: A dictionary containing the configuration settings.
    """
    with open(config_path, 'r') as f:
        return yaml.safe_load(f)


def load_texts(language='en', base_path='i18n') -> dict:
    """
    Loads text resources from a JSON file based on the specified language.

    Parameters:
    language (str): The language code for the text resources. Default is 'en'.
    base_path (str): The base path to the directory containing the text resource files. Default is 'i18n'.

    Returns:
    dict: A dictionary containing the text resources.
    """
    path = f"{base_path}/{language}.json"
    with open(path, 'r', encoding='utf-8') as f:
        return json.load(f)


================================================
FILE: src/enrich_papers_incremental.py
================================================
"""
enrich_papers_incremental.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains functions for extracting metadata from arXiv and CrossRef (DOI) URLs and enriching a dataset of quantum technology research papers incrementally.

Functions:
    extract_arxiv_id(url) -> str:
        Extracts the arXiv ID from a given paper URL.

    extract_doi_from_url(url) -> str:
        Extracts the DOI from a given paper URL.

    get_arxiv_metadata(arxiv_id) -> dict:
        Retrieves paper metadata from the arXiv API.

    get_crossref_metadata(doi) -> dict:
        Retrieves paper metadata from the CrossRef API using a DOI.

    fetch_paper_metadata(url) -> dict:
        Fetches paper metadata by detecting if it is from arXiv or CrossRef (DOI).

    enrich_incrementally(input_csv='data/inputs/papers_data.csv', enriched_csv='data/enriched/papers_data_enriched.csv') -> None:
        Enriches the dataset of quantum technology research papers incrementally by fetching metadata for new papers.
"""
import re
import requests
import pandas as pd
import time
import os


def extract_arxiv_id(url) -> str:
    """
    Extract the arXiv ID from a given paper URL.

    Parameters:
    url (str): Paper URL.

    Returns:
    str: arXiv ID or None if not found.
    """
    match = re.search(r'arxiv\.org/(abs|pdf)/([0-9]+\.[0-9]+)', url)
    if match:
        return match.group(2)
    return None


def extract_doi_from_url(url) -> str:
    """
    Extract the DOI from a given paper URL.

    Parameters:
    url (str): Paper URL.

    Returns:
    str: DOI string or None if not found.
    """
    match = re.search(r'10\.\d{4,9}/[-._;()/:A-Za-z0-9]+', url)
    if match:
        return match.group(0)
    return None


def get_arxiv_metadata(arxiv_id) -> dict:
    """
    Retrieve paper metadata from the arXiv API.

    Parameters:
    arxiv_id (str): arXiv paper identifier.

    Returns:
    dict: Dictionary containing metadata or None if request fails.
    """
    url = f"https://export.arxiv.org/api/query?id_list={arxiv_id}"
    response = requests.get(url)
    if response.status_code != 200:
        return None

    import xml.etree.ElementTree as ET
    root = ET.fromstring(response.text)
    ns = {'arxiv': 'http://www.w3.org/2005/Atom'}

    entry = root.find('arxiv:entry', ns)
    if entry is None:
        return None

    title = entry.find('arxiv:title', ns).text.strip()
    abstract = entry.find('arxiv:summary', ns).text.strip()
    authors = ', '.join([author.find(
        'arxiv:name', ns).text for author in entry.findall('arxiv:author', ns)])
    categories = ', '.join([cat.attrib['term']
                           for cat in entry.findall('arxiv:category', ns)])
    keywords = categories if categories else "Unknown"

    return {
        "title": title,
        "abstract": abstract,
        "authors": authors,
        "journal": "arXiv",
        "keywords": keywords
    }


def get_crossref_metadata(doi) -> dict:
    """
    Retrieve paper metadata from the CrossRef API using a DOI.

    Parameters:
    doi (str): DOI of the paper.

    Returns:
    dict: Dictionary containing metadata or None if request fails.
    """
    url = f"https://api.crossref.org/works/{doi}"
    response = requests.get(url)
    if response.status_code != 200:
        return None

    data = response.json().get('message', {})
    title = data.get('title', ["Unknown"])[0]
    abstract = data.get('abstract', "Unknown")
    authors = ', '.join([f"{a.get('given', '')} {a.get('family', '')}".strip(
    ) for a in data.get('author', [])])
    journal = data.get('container-title', ["Unknown"])[0]
    keywords = ', '.join(
        data.get(
            'subject',
            [])) if 'subject' in data else "Unknown"

    abstract = re.sub(r'<[^>]*>', '', abstract)

    return {
        "title": title,
        "abstract": abstract,
        "authors": authors,
        "journal": journal,
        "keywords": keywords
    }


def fetch_paper_metadata(url):
    """
    Fetch paper metadata by detecting if it is from arXiv or CrossRef (DOI).

    Parameters:
    url (str): Paper URL.

    Returns:
    dict: Metadata dictionary with title, abstract, authors, journal, and keywords.
    """
    arxiv_id = extract_arxiv_id(url)
    doi = extract_doi_from_url(url)

    if arxiv_id:
        metadata = get_arxiv_metadata(arxiv_id)
        if metadata:
            return metadata

    if doi:
        metadata = get_crossref_metadata(doi)
        if metadata:
            return metadata

    return {
        "title": "Unknown",
        "abstract": "Unknown",
        "authors": "Unknown",
        "journal": "Unknown",
        "keywords": "Unknown"
    }


def enrich_incrementally(
        input_csv='data/inputs/papers_data.csv',
        enriched_csv='data/enriched/papers_data_enriched.csv') -> None:
    """
    Enriches the dataset of quantum technology research papers incrementally by fetching metadata for new papers.

    Parameters:
    input_csv (str): Path to the input CSV file containing paper data. Default is 'data/inputs/papers_data.csv'.
    enriched_csv (str): Path to the enriched CSV file to save the enriched data. Default is 'data/enriched/papers_data_enriched.csv'.

    Returns:
    None
    """
    df_new = pd.read_csv(input_csv)

    os.makedirs(os.path.dirname(enriched_csv), exist_ok=True)

    if os.path.exists(enriched_csv):
        df_enriched = pd.read_csv(enriched_csv)
    else:
        df_enriched = pd.DataFrame()

    known_urls = set(df_enriched['Web']) if not df_enriched.empty else set()

    new_rows = []
    for idx, row in df_new.iterrows():
        if row['Web'] not in known_urls:
            print(f"Fetching metadata for {row['Web']}...")
            metadata = fetch_paper_metadata(row['Web'])
            row_data = {
                'Title': row['Title'],
                'Web': row['Web'],
                'Category': row.get('Category', None),
                'Fetched_Title': metadata['title'],
                'Abstract': metadata['abstract'],
                'Authors': metadata['authors'],
                'Journal': metadata['journal'],
                'Keywords': metadata['keywords']
            }
            new_rows.append(row_data)
            # time.sleep(1)

    df_new_entries = pd.DataFrame(new_rows)
    df_final = pd.concat([df_enriched, df_new_entries], ignore_index=True)

    df_final = df_final.sort_values(by=['Fetched_Title'], na_position='last')
    df_final = df_final.drop_duplicates(subset='Web', keep='first')

    df_final.to_csv(enriched_csv, index=False)
    print(f"Enriched CSV saved to {enriched_csv} with {len(df_final)} entries")


================================================
FILE: src/extract_papers_to_csv.py
================================================
"""
extract_papers_to_csv.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains a function for extracting paper data (Title, Web, Category) from a README.md file and saving it to a CSV file.

Functions:
    extract_data_from_readme(input_path, output_path) -> None:
        Extracts paper data (Title, Web, Category) from README.md and saves it to a CSV file.
"""
import re
import csv
import os


def extract_data_from_readme(input_path, output_path) -> None:
    """
    Extract paper data (Title, Web, Category) from README.md and save to CSV.

    Parameters:
    input_path (str): Path to the README.md file.
    output_path (str): Path to the output CSV file.

    Returns:
    None
    """
    with open(input_path, 'r', encoding='utf-8') as file:
        content = file.readlines()

    os.makedirs(os.path.dirname(output_path), exist_ok=True)

    papers = []
    current_category = None

    for line in content:
        category_match = re.match(r"### (.+)", line)
        if category_match:
            current_category = category_match.group(1).strip()

        paper_match = re.match(r"- (.+)\n", line)
        if paper_match:
            title = paper_match.group(1).strip()
            next_line_index = content.index(line) + 1
            if next_line_index < len(content):
                url_line = content[next_line_index].strip()
                if url_line.startswith("http"):
                    papers.append([title, url_line, current_category])

    with open(output_path, 'w', newline='', encoding='utf-8') as csvfile:
        writer = csv.writer(csvfile)
        writer.writerow(["Title", "Web", "Category"])
        writer.writerows(papers)

    print(f"Data extracted and saved in {output_path}")


================================================
FILE: src/inference.py
================================================
"""
inference.py

Author: Ricard Santiago Raigada García
Date: 16-02-2025

This module contains functions for loading embeddings and models, and for performing semantic and hybrid searches
on quantum technology research papers.

Functions:
    load_embeddings_and_model(config) -> tuple:
        Loads SBERT embeddings, model, training dataframe, TF-IDF vectorizer, and TF-IDF matrix from the specified configuration paths.

    cosine_similarity_numpy(a, b) -> np.ndarray:
        Computes the cosine similarity between a single vector `a` and a matrix `b`.

    search_papers_semantic(query, train_df, train_embeddings, model, top_k=5) -> pd.DataFrame:
        Performs a semantic search using SBERT on the training dataframe and returns the top-k results.

    search_papers_exact_boost(query, train_df, train_embeddings, model, top_k=5, boost_weight=0.5) -> pd.DataFrame:
        Performs a hybrid search combining SBERT semantic similarity with exact match boosting on the training dataframe and returns the top-k results.
"""
import numpy as np
from sentence_transformers import SentenceTransformer
import pickle
import pandas as pd


def load_embeddings_and_model(config) -> tuple:
    """
    Loads SBERT embeddings, model, training dataframe, TF-IDF vectorizer, and TF-IDF matrix from the specified configuration paths.

    Parameters:
    config (dict): A dictionary containing paths to the SBERT embeddings, SBERT model, training data, TF-IDF vectorizer, and TF-IDF matrix.

    Returns:
    tuple: A tuple containing the training dataframe, SBERT embeddings, SBERT model, TF-IDF vectorizer, and TF-IDF matrix.
    """
    with open(config['paths']['sbert_embeddings'], 'rb') as f:
        embeddings = pickle.load(f)

    model = SentenceTransformer(config['paths']['sbert_model'])
    train_df = pd.read_csv(config['paths']['train_data_with_clean'])

    with open(config['paths']['tfidf_vectorizer'], 'rb') as f:
        vectorizer = pickle.load(f)

    with open(config['paths']['tfidf_matrix'], 'rb') as f:
        X_tfidf = pickle.load(f)

    return train_df, embeddings, model, vectorizer, X_tfidf


def cosine_similarity_numpy(a, b):
    """
    Computes the cosine similarity between a single vector `a` and a matrix `b`.

    Parameters:
    a (np.ndarray): A 2D numpy array with shape (1, embedding_dim).
    b (np.ndarray): A 2D numpy array with shape (num_samples, embedding_dim).

    Returns:
    np.ndarray: A 1D array containing cosine similarities between `a` and each row in `b`.
    """
    a_norm = a / np.linalg.norm(a)
    b_norm = b / np.linalg.norm(b, axis=1, keepdims=True)
    return np.dot(b_norm, a_norm.T).flatten()


def search_papers_semantic(
        query,
        train_df,
        train_embeddings,
        model,
        top_k=5) -> pd.DataFrame:
    """
    Performs a semantic search using SBERT on the training dataframe and returns the top-k results.

    Parameters:
    query (str): The search query.
    train_df (pd.DataFrame): The training dataframe containing research papers.
    train_embeddings (np.ndarray): The SBERT embeddings for the training dataframe.
    model (SentenceTransformer): The SBERT model.
    top_k (int): The number of top results to return. Default is 5.

    Returns:
    pd.DataFrame: A dataframe containing the top-k search results with their similarity scores.
    """
    query_embedding = model.encode([query])
    similarities = cosine_similarity_numpy(query_embedding, train_embeddings)
    top_indices = similarities.argsort()[-top_k:][::-1]

    results = train_df.iloc[top_indices][['Title',
                                          'Web',
                                          'Category',
                                          'Abstract',
                                          'Authors',
                                          'Journal',
                                          'Keywords']].copy()
    results['Similarity Score'] = similarities[top_indices]
    return results


def search_papers_exact_boost(
        query,
        train_df,
        train_embeddings,
        model,
        top_k=5,
        boost_weight=0.5) -> pd.DataFrame:
    """
    Performs a hybrid search combining SBERT semantic similarity with exact match boosting on the training dataframe and returns the top-k results.

    Parameters:
    query (str): The search query.
    train_df (pd.DataFrame): The training dataframe containing research papers.
    train_embeddings (np.ndarray): The SBERT embeddings for the training dataframe.
    model (SentenceTransformer): The SBERT model.
    top_k (int): The number of top results to return. Default is 5.
    boost_weight (float): The weight to apply to exact matches in the title. Default is 0.5.

    Returns:
    pd.DataFrame: A dataframe containing the top-k search results with their similarity scores.
    """
    query_embedding = model.encode([query])
    similarities_sbert = cosine_similarity_numpy(
        query_embedding, train_embeddings)

    exact_matches = train_df['Title'].str.contains(
        query, case=False, na=False).astype(float)

    final_score = similarities_sbert + boost_weight * exact_matches

    top_indices = final_score.argsort()[-top_k:][::-1]

    results = train_df.iloc[top_indices][['Title',
                                          'Web',
                                          'Category',
                                          'Abstract',
                                          'Authors',
                                          'Journal',
                                          'Keywords']].copy()
    results['Similarity Score'] = final_score[top_indices]
    return results


================================================
FILE: src/preprocessing.py
================================================
"""
preprocessing.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains functions for preprocessing text data, including Named Entity Recognition (NER) and n-gram generation,
to enhance the quality of research paper titles in a dataset.

Functions:
    ner_and_join_names(text) -> str:
        Detects named entities (PERSON, ORG) and joins multi-word names with underscores. Lowercases other tokens.

    generate_ngrams(df) -> pd.DataFrame:
        Generates bigrams and trigrams from the 'Title' column of the DataFrame.

    apply_ner(df) -> pd.DataFrame:
        Applies Named Entity Recognition (NER) and multi-word entity joining to the 'title_clean' column.
"""
import spacy
from gensim.models import Phrases
from gensim.models.phrases import Phraser


nlp = spacy.load("en_core_web_sm")


def ner_and_join_names(text) -> str:
    """
    Detect named entities (PERSON, ORG) and join multi-word names with underscores.
    Lowercase other tokens.

    Example: "Isaac Chuang" -> "Isaac_Chuang"
             "Fault-tolerant circuits" -> "fault-tolerant circuits"

    Parameters:
    text (str): Input text (title).

    Returns:
    str: Cleaned string with multi-word entities joined and text normalized.
    """
    doc = nlp(text)
    tokens = []

    for ent in doc.ents:
        if ent.label_ in {'PERSON', 'ORG'}:
            tokens.append(ent.text.replace(' ', '_'))

    for token in doc:
        if token.text not in [e.text for e in doc.ents]:
            tokens.append(token.text.lower())

    return ' '.join(tokens)


def generate_ngrams(df) -> pd.DataFrame:
    """
    Generate bigrams and trigrams from the 'Title' column of the DataFrame.
    This captures common multi-word expressions like "quantum computing".

    Parameters:
    df (pd.DataFrame): DataFrame with 'Title' column.

    Returns:
    pd.DataFrame: DataFrame with 'title_clean' column containing processed n-grams.
    """
    sentences = [title.lower().split() for title in df['Title']]

    bigram_model = Phrases(sentences, min_count=2, threshold=3)
    trigram_model = Phrases(bigram_model[sentences], threshold=3)

    bigram_phraser = Phraser(bigram_model)
    trigram_phraser = Phraser(trigram_model)


    df['title_clean'] = [
        ' '.join(trigram_phraser[bigram_phraser[sent]]) for sent in sentences]

    return df


def apply_ner(df) -> pd.DataFrame:
    """
    Apply Named Entity Recognition (NER) and multi-word entity joining to 'title_clean' column.

    Parameters:
    df (pd.DataFrame): DataFrame with 'title_clean' column.

    Returns:
    pd.DataFrame: DataFrame with NER-processed 'title_clean' column.
    """
    df['title_clean'] = df['title_clean'].apply(ner_and_join_names)
    return df


================================================
FILE: src/training.py
================================================
"""
training.py

Author: Ricard Santiago Raigada García
Date: 15-02-2025

This module contains functions for training and saving models and embeddings for quantum technology research papers.

Functions:
    train_tfidf(train_df, stop_words=None) -> tuple:
        Trains and fits a TF-IDF vectorizer.

    train_sbert_and_embed(train_df, model_name='all-MiniLM-L6-v2') -> tuple:
        Trains SBERT and creates embeddings.

    save_artifacts(vectorizer, X_tfidf, sbert_model, sbert_embeddings, train_df, config) -> None:
        Saves trained models, embeddings, and preprocessed data.

    main(config) -> None:
        Main function to execute the training pipeline.
"""
import os
import pickle
import pandas as pd
from gensim.models import Phrases
from gensim.models.phrases import Phraser
from sklearn.feature_extraction.text import TfidfVectorizer
from sentence_transformers import SentenceTransformer
from src.preprocessing import generate_ngrams, apply_ner


def train_tfidf(train_df, stop_words=None) -> tuple:
    """
    Train and fit a TF-IDF vectorizer.

    Parameters:
    train_df (pd.DataFrame): DataFrame containing the training data with 'title_clean' column.
    stop_words (set): Set of stop words to exclude from the TF-IDF vectorizer. Default is None.

    Returns:
    tuple: A tuple containing the fitted TF-IDF vectorizer and the TF-IDF matrix.
    """
    if stop_words is None:
        stop_words = {
            'quantum',
            'information',
            'computing',
            'system',
            'systems',
            'using',
            'based',
            'study',
            'approach'}

    vectorizer = TfidfVectorizer(
        stop_words=list(stop_words),
        max_df=0.9,
        min_df=2,
        ngram_range=(
            1,
            2))
    X_tfidf = vectorizer.fit_transform(train_df['title_clean'])

    return vectorizer, X_tfidf


def train_sbert_and_embed(train_df, model_name='all-MiniLM-L6-v2') -> tuple:
    """
    Train SBERT and create embeddings.

    Parameters:
    train_df (pd.DataFrame): DataFrame containing the training data with 'title_clean' column.
    model_name (str): Name of the SBERT model to use. Default is 'all-MiniLM-L6-v2'.

    Returns:
    tuple: A tuple containing the SBERT model and the embeddings.
    """
    model = SentenceTransformer(model_name)
    embeddings = model.encode(
        train_df['title_clean'].tolist(),
        show_progress_bar=True)
    return model, embeddings


def save_artifacts(
        vectorizer,
        X_tfidf,
        sbert_model,
        sbert_embeddings,
        train_df,
        config) -> None:
    """
    Save trained models, embeddings, and preprocessed data.

    Parameters:
    vectorizer (TfidfVectorizer): The fitted TF-IDF vectorizer.
    X_tfidf (scipy.sparse.csr.csr_matrix): The TF-IDF matrix.
    sbert_model (SentenceTransformer): The trained SBERT model.
    sbert_embeddings (numpy.ndarray): The SBERT embeddings.
    train_df (pd.DataFrame): The DataFrame containing the training data with 'title_clean' column.
    config (dict): Configuration dictionary containing paths for saving artifacts.

    Returns:
    None
    """
    output_dir = config['paths']['output_dir']

    os.makedirs(output_dir, exist_ok=True)

    with open(config['paths']['tfidf_vectorizer'], 'wb') as f:
        pickle.dump(vectorizer, f)

    with open(config['paths']['tfidf_matrix'], 'wb') as f:
        pickle.dump(X_tfidf, f)

    with open(config['paths']['sbert_embeddings'], 'wb') as f:
        pickle.dump(sbert_embeddings, f)

    sbert_model.save(config['paths']['sbert_model'])

    train_df.to_csv(config['paths']['train_data_with_clean'], index=False)

    print(f"Artifacts saved in '{output_dir}'")


def main(config) -> None:
    """
    Main function to execute the training pipeline.

    Parameters:
    config (dict): Configuration dictionary containing paths for input data and saving artifacts.

    Returns:
    None
    """
    df = pd.read_csv(config['paths']['enriched_csv'])

    train_df = generate_ngrams(df)
    train_df = apply_ner(train_df)

    vectorizer, X_tfidf = train_tfidf(train_df)

    sbert_model, sbert_embeddings = train_sbert_and_embed(train_df)

    save_artifacts(
        vectorizer,
        X_tfidf,
        sbert_model,
        sbert_embeddings,
        train_df,
        config)


if __name__ == '__main__':
    main()