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Repository: SoftSec-KAIST/Fuzzing-Survey
Branch: master
Commit: 41daf28f6bf8
Files: 11
Total size: 306.0 KB
Directory structure:
gitextract_p4wfrv2j/
├── .gitattributes
├── CNAME
├── CONTRIBUTING.md
├── COPYING.md
├── README.md
├── css/
│ └── asefuzz.css
├── data/
│ └── fuzzers.json
├── fonts/
│ └── FontAwesome.otf
├── index.html
├── js/
│ └── asefuzz.js
└── script.py
================================================
FILE CONTENTS
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================================================
FILE: .gitattributes
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*.json text
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FILE: CNAME
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fuzzing-survey.org
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FILE: CONTRIBUTING.md
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# Contribution Guideline
Please read this guideline before creating a pull request (PR) or an issue on
this repository.
## Inclusion Criteria
In order to ensure the quality of our database and to keep the genealogy graph
simple, we adopt the inclusion criteria we used in our survey. For a conference
paper, it should have been published in one of the following top-tier venues:
* ASE
* CCS
* FSE
* ICSE
* NDSS
* PLDI
* S&P
* USENIX Security
For an open-sourced tool, it should either have gathered at least 100 stars in
GitHub/GitLab or have been presented at Black Hat or DefCon. We do *not* include
papers that present only theoretical aspects without implementing a fuzzing tool
because this database is about the lineage of fuzzing tools. For example, our
[survey](https://ieeexplore.ieee.org/document/8863940) itself should not be
included in this database.
## Git Commit Messages
We follow the convention described in [this
article](https://chris.beams.io/posts/git-commit/).
## Adding a New Fuzzer
The database is stored in [`/data/fuzzers.json`](/data/fuzzers.json) using the
following schema. The **required** fields of each entry are:
- `name`: The name of this fuzzer. This is the key by which this fuzzer is
referred to and must be *unique*.
- `year`: The year when this fuzzer was published.
- `targets`: The supported targets of this fuzzer. Examples include `file`,
`network`, `kernel`, `argument`, etc.
- `color`: The degree of instrumentation of this fuzzer---blackbox, greybox, or
whitebox.
- `references`: The `name`(s) of highly-related fuzzers, meaning other fuzzers
that this fuzzer was implemented on top of or was heavily inspired by. To
maintain simplicity, we limit this field to **two** entries in our database.
The following fields are *optional*, but please try to provide as much
information as possible:
- `author`: The author(s) of this fuzzer. When possible, please spell the *full
name(s)* and not just the initials.
- `toolurl`: A URL to the source (preferred) or the executable of this fuzzer.
- `title`: The title of the conference publication/talk or the journal
publication that presented this fuzzer.
- `booktitle`: The book title of the conference proceedings if this fuzzer first
appeared at a conference.
- `journal`, `volume`, `number`: The journal title, volume, and number of the
publication if this fuzzer first appeared in a journal.
- `miscurl`: Miscellaneous links, e.g., URLs to papers or presentations.
- `keywords`: Extra keywords describing this fuzzer. Make the list as concise as
possible.
## Basic Rules for JSON
- For effective version control, please format `/data/fuzzers.json` with the
following [`jq`](https://stedolan.github.io/jq/) command:
```
jq "sort_by(.name)" fuzzers.json
```
================================================
FILE: COPYING.md
================================================
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16. Limitation of Liability.
IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
SUCH DAMAGES.
17. Interpretation of Sections 15 and 16.
If the disclaimer of warranty and limitation of liability provided
above cannot be given local legal effect according to their terms,
reviewing courts shall apply local law that most closely approximates
an absolute waiver of all civil liability in connection with the
Program, unless a warranty or assumption of liability accompanies a
copy of the Program in return for a fee.
END OF TERMS AND CONDITIONS
How to Apply These Terms to Your New Programs
If you develop a new program, and you want it to be of the greatest
possible use to the public, the best way to achieve this is to make it
free software which everyone can redistribute and change under these terms.
To do so, attach the following notices to the program. It is safest
to attach them to the start of each source file to most effectively
state the exclusion of warranty; and each file should have at least
the "copyright" line and a pointer to where the full notice is found.
<one line to give the program's name and a brief idea of what it does.>
Copyright (C) <year> <name of author>
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <https://www.gnu.org/licenses/>.
Also add information on how to contact you by electronic and paper mail.
If the program does terminal interaction, make it output a short
notice like this when it starts in an interactive mode:
<program> Copyright (C) <year> <name of author>
This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
This is free software, and you are welcome to redistribute it
under certain conditions; type `show c' for details.
The hypothetical commands `show w' and `show c' should show the appropriate
parts of the General Public License. Of course, your program's commands
might be different; for a GUI interface, you would use an "about box".
You should also get your employer (if you work as a programmer) or school,
if any, to sign a "copyright disclaimer" for the program, if necessary.
For more information on this, and how to apply and follow the GNU GPL, see
<https://www.gnu.org/licenses/>.
The GNU General Public License does not permit incorporating your program
into proprietary programs. If your program is a subroutine library, you
may consider it more useful to permit linking proprietary applications with
the library. If this is what you want to do, use the GNU Lesser General
Public License instead of this License. But first, please read
<https://www.gnu.org/licenses/why-not-lgpl.html>.
================================================
FILE: README.md
================================================
# Genealogy Database of Fuzzers
This repository is our attempt to maintain an up-to-date genealogy database of
fuzzers and relevant papers. It is the continuation of an initial effort made by
Manès et al. in ["The Art, Science, and Engineering of Fuzzing: A
Survey"](https://ieeexplore.ieee.org/document/8863940), published in 2019 in
*IEEE Transactions on Software Engineering*. You can visit
https://fuzzing-survey.org to see an interactive site backed by this database.
## What is this survey about?
Our survey is about fuzzers and the relevant literature. Since "fuzzing" is a
largely overloaded term, a primary goal of our survey is to precisely define
what fuzzing is and to characterize various fuzzers. To this end, we split the
process of fuzzing into several steps and use them to systematically categorize
fuzzers based on their features. This repository maintains one of the major
outcomes of this effort, namely a genealogy graph of fuzzers.
## How is this genealogy graph rendered?
We use a [force-directed graph layout
algorithm](https://en.wikipedia.org/wiki/Force-directed_graph_drawing) with
several tweaks. In our current layout, nodes tend to be sorted vertically based
on their year of publication and inter-linked nodes tend to be spatially
clustered together.
## How can I contribute?
We have seeded this repository with the data we collected for our 2019 survey.
Due to the rapid development in fuzzing, we realize our database will quickly
become outdated due to missing papers and tools. It is our hope that, by hosting
this repository in public, you can contribute to this database and help keep it
up-to-date. Please proceed to the [contribution guideline](CONTRIBUTING.md) if
you wish to contribute.
## Who are the maintainers of this database?
This database is currently maintained by:
- [Cyber Security Research Center (CSRC) at KAIST](https://csrc.kaist.ac.kr/)
- [SoftSec Lab. at KAIST](https://softsec.kaist.ac.kr/)
## How do I cite this work?
If you plan to refer to this work, please consider citing our 2019 survey using
the following BibTeX entry. Thank you!
(We are hosting a [pre-print of our
survey](https://softsec.kaist.ac.kr/~sangkilc/papers/manes-tse19.pdf) until the
final version is published at IEEE.)
```bibtex
@ARTICLE{manes:tse:2021,
author = {Valentin J. M. Man{\`{e}}s and HyungSeok Han and Choongwoo Han and Sang Kil Cha and Manuel Egele and Edward J. Schwartz and Maverick Woo},
title = {The Art, Science, and Engineering of Fuzzing: A Survey},
journal = {IEEE Transactions on Software Engineering},
volume = {47},
number = {11},
pages = {2312--2331},
year = 2021
}
```
================================================
FILE: css/asefuzz.css
================================================
/* */
body {
display: flex;
flex-direction: column;
min-height: 100vh;
height: 100%;
overflow: hidden;
}
.main {
flex: 1;
display: flex;
margin-left: 0;
margin-right: 0;
min-height: 0;
}
.searchform {
overflow: auto;
flex: 1;
}
.searchform__result {
position: absolute;
width: 50%;
z-index: 1;
}
.searchform__result > li {
overflow: hidden;
border: none;
cursor: pointer;
}
.searchform__result > li.active {
color: var(--dark);
background-color: var(--yellow);
}
.searchform__result > li:hover {
background-color: var(--yellow);
}
.canvas {
flex: 1;
min-height: 0;
overflow: hidden;
}
.separator {
display: none;
}
.infobox {
position: relative;
width: 100%;
height: 100%;
overflow-x: hidden;
transition: 0.5s;
padding: 0px;
display: none;
}
.infobox__close {
padding-top: 10px;
text-align: center;
}
@media (min-width: 768px) {
.separator {
display: initial;
flex-basis: 4px;
background-color: darkgrey;
cursor: col-resize;
}
.infobox {
display: initial;
height: 100%;
flex-basis: 400px;
overflow-x: hidden;
transition: 0.5s;
padding: 0px;
}
.infobox__close {
display: none;
}
}
.infobox__header {
background-color: lightgrey;
padding: 5px;
}
.infobox__icon,
.infobox__icon:active,
.infobox__icon:hover,
.infobox__icon:visited {
color: var(--secondary);
}
.footer {
background-color: var(--light);
}
.node {
cursor: pointer;
}
.node-blackbox {
fill: #111111;
fill-opacity: 0.9;
stroke: var(--dark);
stroke-width: 3px;
}
.node-whitebox {
fill: #fefefe;
stroke: var(--dark);
stroke-width: 1px;
}
.node-greybox {
fill: #999999;
stroke: var(--gray);
stroke-width: 3px;
}
.node-found {
fill: var(--red) !important;
}
.node-selected {
fill: var(--green) !important;
stroke: var(--green) !important;
}
.nodetext {
font: 9px sans-serif;
font-weight: bold;
text-anchor: middle;
cursor: pointer;
}
.nodetext-blackbox {
fill: var(--white);
}
.link {
fill: none;
stroke: var(--gray);
stroke-width: 2px;
}
.stats-body__filter {
display: block;
width: 100%;
padding: 7px 10px;
border: 2px solid var(--gray);
border-radius: 15px;
outline: 0;
}
.modal.fade {
overflow: hidden;
}
.modal-content .modal-body {
height: 80vh;
overflow-y: scroll;
}
.accordion .card {
border: 0px;
}
.card .card-header {
padding: 5px;
border: 0px;
cursor: pointer;
}
.modal-body .accordion {
height: 200px;
overflow-y: scroll;
}
.space-top {
margin-top: 15px;
}
================================================
FILE: data/fuzzers.json
================================================
[
{
"name": "ACTOR",
"year": "2023",
"targets": [
"Kernel"
],
"color": "greybox",
"author": [
"Marius Fleischer",
"Dipanjan Das",
"Priyanka Bose",
"Weiheng Bai",
"Kangjie Lu",
"Mathias Payer",
"Christopher Kruegel",
"Giovanni Vigna"
],
"toolurl": "https://github.com/ucsb-seclab/actor",
"title": "ACTOR: Action-Guided Kernel Fuzzing",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
"syzkaller"
],
"miscurl": [
"https://www.usenix.org/system/files/usenixsecurity23-fleischer.pdf"
]
},
{
"name": "AFL",
"year": 2014,
"author": [
"Michał Zalewski"
],
"toolurl": "http://lcamtuf.coredump.cx/afl/",
"targets": [
"File"
],
"miscurl": [
"http://lcamtuf.coredump.cx/afl/technical_details.txt"
],
"color": "greybox"
},
{
"name": "AFL++",
"year": 2019,
"author": [
"Marc Heuse",
"Heiko Eißfeldt",
"Andrea Fioraldi",
"Dominik Maier"
],
"toolurl": "https://github.com/AFLplusplus/AFLplusplus",
"miscurl": [
"https://aflplus.plus/"
],
"targets": [
"File"
],
"references": [
"AFLFast",
"MOPT"
],
"color": "greybox"
},
{
"name": "AFL-HIER",
"year": 2021,
"author": [
"Jinghan Wang",
"Chengyu Song",
"Heng Yin"
],
"title": "Reinforcement Learning-based Hierarchical Seed Scheduling for Greybox Fuzzing",
"booktitle": "Proceedings of the Network and Distributed System Security Symposium",
"toolurl": "https://github.com/bitsecurerlab/aflplusplus-hier",
"miscurl": [
"https://www.cs.ucr.edu/~heng/pubs/afl-hier.pdf"
],
"targets": [
"File"
],
"references": [
"AFL",
"AFL++"
],
"color": "greybox"
},
{
"name": "AFLChurn",
"year": 2021,
"author": [
"Xiaogang Zhu",
"Marcel Böhme"
],
"title": "Regression Greybox Fuzzing",
"booktitle": "Proceedings of the ACM Conference on Computer and Communications Security",
"toolurl": "https://github.com/aflchurn/aflchurn",
"targets": [
"File"
],
"references": [
"AFL"
],
"color": "greybox"
},
{
"name": "AFLFast",
"year": 2016,
"author": [
"Marcel Böhme",
"Van-Thuan Pham",
"Abhik Roychoudhury"
],
"title": "Coverage-based Greybox Fuzzing as Markov Chain",
"booktitle": "Proceedings of the ACM Conference on Computer and Communications Security",
"miscurl": [
"https://mboehme.github.io/paper/CCS16.pdf",
"https://mboehme.github.io/paper/TSE18.pdf"
],
"toolurl": "https://github.com/mboehme/aflfast",
"targets": [
"File"
],
"references": [
"AFL"
],
"color": "greybox"
},
{
"name": "AFLGo",
"year": 2017,
"author": [
"Marcel Böhme",
"Van-Thuan Pham",
"Manh-Dung Nguyen",
"Abhik Roychoudhury"
],
"title": "Directed Greybox Fuzzing",
"booktitle": "Proceedings of the ACM Conference on Computer and Communications Security",
"miscurl": [
"https://mboehme.github.io/paper/CCS17.pdf"
],
"toolurl": "https://github.com/aflgo/aflgo",
"targets": [
"File"
],
"references": [
"AFL",
"AFLFast"
],
"color": "greybox"
},
{
"name": "AFLNet",
"year": 2020,
"targets": [
"Network"
],
"color": "greybox",
"author": [
"Van-Thuan Pham",
"Marcel Böhme",
"Abhik Roychoudhury"
],
"toolurl": "https://github.com/aflnet/aflnet",
"title": "AFLNet: A Greybox Fuzzer for Network Protocols",
"booktitle": "Proceedings of the International Conference on Software Testing, Validation and Verification",
"references": [
"AFL"
],
"miscurl": [
"https://ieeexplore.ieee.org/document/9159093"
]
},
{
"name": "AFLRun",
"year": "2024",
"targets": [
"File"
],
"color": "greybox",
"author": [
"Huanyao Rong",
"Wei You",
"XiaoFeng Wang",
"Tiaohao Mao"
],
"toolurl": "https://github.com/Mem2019/AFLRun",
"title": "Toward Unbiased Multiple-Target Fuzzing with Path Diversity",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
"AFL++",
"AFLGo"
],
"miscurl": [
"https://www.usenix.org/system/files/usenixsecurity24-rong.pdf"
]
},
{
"name": "AFLSmart",
"year": 2019,
"author": [
"Van-Thuan Pham",
"Marcel Böhme",
"Andrew E. Santosa",
"Alexandru Razvan Caciulescu",
"Abhik Roychoudhury"
],
"title": "Smart Greybox Fuzzing",
"booktitle": "IEEE Transactions on Software Engineering",
"toolurl": "https://github.com/aflsmart/aflsmart",
"miscurl": [
"https://thuanpv.github.io/publications/TSE19_aflsmart.pdf"
],
"references": [
"AFL"
],
"targets": [
"File"
],
"color": "greybox"
},
{
"name": "AIFORE",
"year": 2023,
"targets": [
"File"
],
"color": "greybox",
"author": [
"Ji Shi",
"Zhun Wang",
"Zhiyao Feng",
"Yang Lan",
"Shisong Qin",
"Wei You",
"Wei Zou",
"Mathias Payer",
"Chao Zhang"
],
"title": "AIFORE: Smart Fuzzing Based on Automatic Input Format Reverse Engineering",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
"VUzzer"
],
"miscurl": [
"https://www.usenix.org/system/files/usenixsecurity23-shi-ji.pdf"
]
},
{
"name": "AMPFuzz",
"year": 2022,
"targets": [
"Network"
],
"color": "greybox",
"author": [
"Johannes Krupp",
"Ilya Grishchenko",
"Christian Rossow"
],
"toolurl": "https://github.com/cispa/ampfuzz",
"title": "AmpFuzz: Fuzzing for Amplification DDoS Vulnerabilities",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
"ParmeSan",
"Angora"
],
"miscurl": [
"https://www.usenix.org/system/files/sec22-krupp.pdf"
]
},
{
"name": "APE",
"year": 2019,
"author": [
"Tianxiao Gu",
"Chengnian Sun",
"Xiaoxing Ma",
"Chun Cao",
"Chang Xu",
"Yuan Yao",
"Qirun Zhang",
"Jian Lu",
"Zhendong Su"
],
"title": "Practical GUI Testing of Android Applications via Model Abstraction and Refinement",
"booktitle": "Proceedings of the International Conference on Automated Software Engineering",
"toolurl": "https://github.com/tianxiaogu/ape",
"miscurl": [
"http://gutianxiao.com/static/ape-icse-2019.pdf"
],
"targets": [
"UI"
],
"color": "blackbox"
},
{
"name": "Aafer et al.",
"year": 2021,
"author": [
"Yousra Aafer",
"Wei You",
"Yi Sun",
"Yu Shi",
"Xiangyu Zhang",
"Heng Yin"
],
"title": "Android SmartTVs Vulnerability Discovery via Log-Guided Fuzzing",
"booktitle": "Proceedings of the USENIX Security Symposium",
"miscurl": [
"https://www.usenix.org/system/files/sec21fall-aafer.pdf"
],
"targets": [
"API"
],
"references": [
"FANS",
"IoTFuzzer"
],
"color": "blackbox"
},
{
"name": "Angora",
"year": 2018,
"author": [
"Peng Chen",
"Hao Chen"
],
"title": "Angora: Efficient Fuzzing by Principled Search",
"booktitle": "Proceedings of the IEEE Symposium on Security and Privacy",
"toolurl": "https://github.com/AngoraFuzzer/Angora",
"targets": [
"File"
],
"references": [
"AFL"
],
"color": "greybox"
},
{
"name": "Ankou",
"year": 2020,
"author": [
"Valentin J.M. Manès",
"Soomin Kim",
"Sang Kil Cha"
],
"title": "Ankou: Guiding Grey-box Fuzzing towards Combinatorial Difference",
"booktitle": "Proceedings of the International Conference on Software Engineering",
"miscurl": [
"https://softsec.kaist.ac.kr/~sangkilc/papers/manes-icse20.pdf"
],
"targets": [
"File"
],
"toolurl": "https://github.com/SoftSec-KAIST/ankou",
"references": [
"AFL",
"AFLFast"
],
"color": "greybox"
},
{
"name": "AssetFuzzer",
"year": 2010,
"author": [
"Zhifeng Lai",
"S.C. Cheung",
"W.K. Chan"
],
"title": "Detecting Atomic-Set Serializability Violations in Multithreaded Programs through Active Randomized Testing",
"booktitle": "Proceedings of the International Conference on Software Engineering",
"targets": [
"Concurrency"
],
"references": [
"CalFuzzer"
],
"color": "greybox"
},
{
"name": "AtomFuzzer",
"year": 2008,
"author": [
"Chang-Seo Park",
"Koushik Sen"
],
"title": "Randomized Active Atomicity Violation Detection in Concurrent Programs",
"booktitle": "Proceedings of the International Symposium on Foundations of Software Engineering",
"toolurl": "https://github.com/ksen007/calfuzzer",
"targets": [
"Concurrency"
],
"references": [
"CalFuzzer"
],
"color": "greybox"
},
{
"name": "Atropos",
"year": "2024",
"targets": [
"Web"
],
"color": "greybox",
"author": [
"Emre Güler",
"Sergej Schumilo",
"Moritz Schloegel",
"Nils Bars",
"Philipp Görz",
"Xinyi Xu",
"Cemal Kaygusuz",
"Thorsten Holz"
],
"toolurl": "https://github.com/cispa-syssec/atropos-legacy",
"title": "Atropos: Effective Fuzzing of Web Applications for Server-Side Vulnerabilities",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
"Witcher",
"AFL++"
],
"miscurl": [
"https://www.usenix.org/system/files/usenixsecurity24-guler.pdf"
]
},
{
"name": "Autodafé",
"year": 2005,
"author": [
"Martin Vuagnoux"
],
"title": "Autodafé: an Act of Software Torture",
"booktitle": "Proceedings of the ACM Conference on Computer and Communications Security",
"miscurl": [
"https://infoscience.epfl.ch/record/140525/files/Vuagnoux05.pdf"
],
"references": [
"SPIKE"
],
"targets": [],
"color": "blackbox"
},
{
"name": "BEACON",
"year": 2022,
"targets": [
"File"
],
"color": "greybox",
"author": [
"Heqing Huang",
"Yiyuan Guo",
"Qingkai Shi",
"Peisen Yao",
"Rongxin Wu",
"Charles Zhang"
],
"toolurl": "https://hub.docker.com/r/yguoaz/beacon",
"title": "BEACON : Directed Grey-Box Fuzzing with Provable Path Pruning",
"booktitle": "Proceedings of the IEEE Symposium on Security and Privacy",
"references": [
"AFLGo"
],
"miscurl": [
"https://qingkaishi.github.io/public_pdfs/SP22.pdf"
],
"keywords": [
"Directed fuzzing"
]
},
{
"name": "BFF",
"year": 2010,
"author": [
"CERT"
],
"toolurl": "https://resources.sei.cmu.edu/library/asset-view.cfm?assetID=507974",
"targets": [
"File"
],
"references": [
"zzuf"
],
"color": "blackbox"
},
{
"name": "BRF",
"year": "2024",
"targets": [
"Kernel"
],
"color": "greybox",
"references": [
"syzkaller"
],
"author": [
"Hsin-Wei Hung",
"Ardalan Amiri Sani"
],
"toolurl": "https://github.com/trusslab/brf",
"title": "{BRF}: Fuzzing the {eBPF} Runtime",
"booktitle": "Proceedings of the International Symposium on Foundations of Software Engineering",
"miscurl": [
"https://dl.acm.org/doi/pdf/10.1145/3643778"
]
},
{
"name": "BUZZBEE",
"year": "2024",
"targets": [
"DBMS"
],
"color": "greybox",
"references": [
"Squirrel"
],
"author": [
"Yupeng Yang",
"Yongheng Chen",
"Rui Zhong",
"Jizhou Chen",
"Wenke Lee"
],
"toolurl": "https://github.com/OMH4ck/BuzzBee",
"title": "BUZZBEE: Towards Generic Database Management System Fuzzing",
"booktitle": "Proceedings of the 33rd USENIX Security Symposium",
"journal": "USENIX Security",
"miscurl": [
"https://www.usenix.org/conference/usenixsecurity24/presentation/yang-yupeng"
],
"keywords": [
"dbms",
"sql",
"nosql"
]
},
{
"name": "BeDivFuzz",
"year": 2022,
"targets": [
"Java"
],
"color": "greybox",
"author": [
"Hoang Lam Nguyen",
"Lars Grunske"
],
"toolurl": "https://github.com/hub-se/BeDivFuzz",
"title": "BeDivFuzz: Integrating Behavioral Diversity into Generator-based Fuzzing",
"booktitle": "Proceedings of the International Conference on Software Engineering",
"references": [
"JQF"
],
"miscurl": [
"https://arxiv.org/pdf/2202.13114.pdf"
]
},
{
"name": "BigFuzz",
"year": 2020,
"author": [
"Qian Zhang",
"Jiyuan Wang",
"Muhammad Ali Gulzar",
"Rohan Padhye",
"Miryung Kim"
],
"title": "BigFuzz: Efficient Fuzz Testing for Data Analytics Using Framework Abstraction",
"booktitle": "Proceedings of the International Conference on Automated Software Engineering",
"toolurl": "https://github.com/qianzhanghk/BigFuzz",
"miscurl": [
"https://rohan.padhye.org/files/bigfuzz-ase20.pdf"
],
"targets": [
"DISC (Data-Intensive Scalable Computing) Systems"
],
"references": [
"JQF"
],
"color": "greybox"
},
{
"name": "BitFuzz",
"year": 2010,
"author": [
"Juan Caballero",
"Pongsin Poosankam",
"Stephen McCamant",
"Domagoj Babic",
"Dawn Song"
],
"title": "Input Generation via Decomposition and Re-stitching: Finding Bugs in Malware",
"booktitle": "Proceedings of the ACM Conference on Computer and Communications Security",
"miscurl": [
"http://bitblaze.cs.berkeley.edu/papers/restitching.pdf"
],
"targets": [
"File"
],
"color": "whitebox"
},
{
"name": "Bleem",
"year": 2023,
"targets": [
"Network"
],
"color": "blackbox",
"author": [
"Zhengxiong Luo",
"Junze Yu",
"Feilong Zuo",
"Jianzhong Liu",
"Yu Jiang",
"Ting Chen",
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"Kangjie Lu",
"Shi-Min Hu"
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"Heng Yin",
"Chengyu Song",
"Hongsong Zhu",
"Limin Sun"
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"Steve Hanna",
"Pongsin Poosankam",
"Dawn Song"
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"David Lie"
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"Jaeseong Kwon",
"Kihong Heo",
"Juneyoung Lee"
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"Adam Storek",
"Yuchong Xie",
"Seoyoung Kweon",
"Prashast Srivastava",
"Suman Jana"
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"Jingzheng Wu",
"Xiang Ling",
"Tianyue Luo",
"Zhiqing Rui",
"Yanjun Wu"
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"Rick Kennell",
"Dave (Jing) Tian"
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"Taegyu Kim",
"Ertza Warraich",
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"Koushik Sen"
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"Haehyun Cho",
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"Adam Oest",
"Kyle Zeng",
"Alexandros Kapravelos",
"Gail-Joon Ahn",
"Tiffany Bao",
"Ruoyu Wang",
"Adam Doupé",
"Yan Shoshitaishvili"
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"Jiayuan Zhang",
"Yuhang Huang",
"Zezhong Ren",
"He Wang",
"Chunjie Cao",
"Yuqing Zhang",
"Flavio Toffalini",
"Mathias Payer"
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"Wil Gibbs",
"Fangzhou Dong",
"Jayakrishna Menon Vadayath",
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"Steven Wirsz",
"Yibo Liu",
"Zhenghao Hu",
"Chang Zhu",
"Gokulkrishna Praveen Menon",
"Brendan Dolan-Gavitt",
"Adam Doupé",
"Ruoyu Wang",
"Yan Shoshitaishvili",
"Tiffany Bao"
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"Taesoo Kim",
"Byung-Gon Chun"
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"Jiska Classen",
"Francesco Gringoli",
"Matthias Hollick"
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"Soyeon Park",
"Taesoo Kim"
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"Yinlin Deng",
"Chenyuan Yang",
"Lingming Zhang"
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"Xinlei Ying",
"Jiashui Wang",
"Long Liu",
"Lun Zhang",
"Jianhai Chen",
"Qinming He"
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"Lingming Zhang"
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"Lorenzo Martignoni",
"Stephen McCamant",
"Dawn Song"
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"Jens-Rene Giesen",
"Pascal Winkler",
"Oussama Draissi",
"Lucas Davi",
"Ghassan Karame",
"Klaus Pohl"
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"Zhiyuan Jiang",
"Yongjun Wang",
"Shuhui Fan",
"Shenglin Xu",
"Peidai Xie",
"Shaojing Fu",
"Mathias Payer"
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"Chunqiu Steven Xia",
"Chenyuan Yang",
"Shizhuo Dylan Zhang",
"Shujing Yang",
"Lingming Zhang"
],
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"title": "Large Language Models are Edge-Case Generators: Crafting Unusual Programs for Fuzzing Deep Learning Libraries",
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"Wei You",
"Yepeng Ye",
"Zhuo Zhang",
"Jianjun Huang",
"Xiangyu Zhang"
],
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"Zhiyi Zang",
"Shuang Liu",
"Xiaoning Du",
"Junjie Chen"
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"Bandan Das",
"Stefan Hajnoczi",
"Manuel Egele"
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"title": "No Grammar, No Problem: Towards Fuzzing the Linux Kernel without System-Call Descriptions",
"booktitle": "Proceedings of the Network and Distributed System Security Symposium",
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"Young Min Kim",
"Jaewon Hur",
"Suhwan Song",
"Gwangmu Lee",
"Byoungyoung Lee"
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"Aravind Machiry"
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"booktitle": "Proceedings of the Network and Distributed System Security Symposium",
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"author": [
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"Simon Koch",
"Lukas Bernhard",
"Thorsten Holz",
"Martin Johns"
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"targets": [
"File"
],
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"https://saelo.github.io/papers/thesis.pdf"
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"keywords": [
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},
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"name": "Fuzzolic",
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],
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"Luca and Coppa",
"Emilio and Demetrescu",
"Camil"
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"title": "Fuzzing Symbolic Expressions",
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"references": [
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"Moritz Schloegel",
"Tobias Scharnowski",
"Nico Schiller",
"Thorsten Holz"
],
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"title": "Fuzztruction: Using Fault Injection-based Fuzzing to Leverage Implicit Domain Knowledge",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
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"miscurl": [
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"Moritz Schloegel",
"Nico Schiller",
"Lukas Bernhard"
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"title": "No Peer, no Cry: Network Application Fuzzing via Fault Injection",
"booktitle": "Proceedings of the ACM Conference on Computer and Communications Security"
},
{
"name": "Fuzzware",
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"targets": [
"Firmware"
],
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"Tobias Scharnowski",
"Nils Bars",
"Moritz Schloegel",
"Eric Gustafson",
"Marius Muench",
"Giovanni Vigna",
"Christopher Kruegel",
"Thorsten Holz",
"Ali Abbasi"
],
"toolurl": "https://github.com/fuzzware-fuzzer/fuzzware",
"title": "Fuzzware: Using Precise MMIO Modeling for Effective Firmware Fuzzing",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
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"Rahul Sharma",
"Alex Aiken",
"Percy Liang"
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"booktitle": "Proceedings of the ACM Conference on Programming Language Design and Implementation",
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"LangFuzz"
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"name": "GLeeFuzz",
"year": 2023,
"targets": [
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],
"color": "greybox",
"author": [
"Hui Peng",
"Zhihao Yao",
"Ardalan Amiri Sani",
"Dave (Jing) Tian",
"Mathias Payer"
],
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"Zhanghan Yu",
"Zhenkai Weng",
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"Hao Chen"
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"Chunyang Chen",
"Junjie Wang",
"Mengzhuo Chen",
"Boyu Wu",
"Zhilin Tian",
"Yuekai Huang",
"Jun Hu",
"Qing Wang"
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"Taekyoung Kwon"
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"Wenrui Diao",
"Qingchuan Zhao",
"Chaoshun Zuo",
"Zhiqiang Lin",
"XiaoFeng Wang",
"Wing Cheong Lau",
"Menghan Sun",
"Ronghai Yang",
"Kehuan Zhang"
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"Shangyin Tan",
"Koushik Sen"
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"Tai Yue",
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"Xu Zhou",
"Kai Lu"
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"toolurl": "https://zenodo.org/records/14249091",
"title": "NodeMedic-FINE: Automatic Detection and Exploit Synthesis for Node.js Vulnerabilities",
"booktitle": "Proceedings of the Network and Distributed System Security Symposium",
"miscurl": [
"https://www.ndss-symposium.org/wp-content/uploads/2025-1636-paper.pdf"
]
},
{
"name": "Nyx",
"year": 2021,
"author": [
"Sergej Schumilo",
"Cornelius Aschermann",
"Ali Abbasi",
"Simon Wörner",
"Thorsten Holz"
],
"title": "NYX: Greybox Hypervisor Fuzzing using Fast Snapshots and Affine Types",
"booktitle": "Proceedings of the USENIX Security Symposium",
"toolurl": "https://github.com/RUB-SysSec/nyx",
"miscurl": [
"https://www.usenix.org/system/files/sec21summer_schumilo.pdf"
],
"targets": [
"Hypervisor"
],
"references": [
"HYPER-CUBE",
"kAFL"
],
"color": "greybox"
},
{
"name": "OGHARN",
"year": "2025",
"targets": [
"API"
],
"color": "greybox",
"references": [
"Hopper"
],
"author": [
"Gabriel Sherman",
"Stefan Nagy"
],
"toolurl": "https://github.com/FuturesLab/OGHarn",
"title": "No Harness, No Problem: Oracle-guided Harnessing for Auto-generating C API Fuzzing Harnesses",
"booktitle": "Proceedings of the International Conference on Software Engineering",
"miscurl": [
"https://users.cs.utah.edu/~snagy/papers/25ICSE-b.pdf"
],
"keywords": [
"C API Fuzzing"
]
},
{
"name": "OddFuzz",
"year": "2023",
"targets": [
"File"
],
"color": "greybox",
"author": [
"Sicong Cao",
"Biao He",
"Xiaobing Sun",
"Yu Ouyang",
"Chao Zhang",
"Xiaoxue Wu",
"Ting Su",
"Lili Bo",
"Bin Li",
"Chuanlei Ma",
"Jiajia Li",
"Tao Wei"
],
"toolurl": "https://github.com/ODDFuzz/ODDFuzz",
"title": "ODDFUZZ: Discovering Java Deserialization Vulnerabilities via Structure-Aware Directed Greybox Fuzzing",
"booktitle": "Proceedings of the IEEE Symposium on Security and Privacy",
"references": [
"AFLGo"
],
"miscurl": [
"https://arxiv.org/pdf/2304.04233.pdf"
],
"keywords": [
"Java",
"Deserialization"
]
},
{
"name": "OptFuzz",
"year": "2024",
"targets": [
"File"
],
"color": "greybox",
"author": [
"Jiming Wang",
"Yan Kang",
"Chenggang Wu",
"Yuhao Hu",
"Yue Sun",
"Jikai Ren",
"Yuanming Lai",
"Mengyao Xie",
"Charles Zhang",
"Tao Li",
"Zhe Wang"
],
"toolurl": "https://github.com/JimWongM/OptFuzz",
"title": "OptFuzz: Optimization Path Guided Fuzzing for JavaScript JIT Compilers",
"booktitle": "Proceedings of the USENIX Security Symposium",
"references": [
"Fuzzilli"
],
"miscurl": [
"https://www.usenix.org/system/files/usenixsecurity24-wang-jiming.pdf"
],
"keywords": [
"JavaScript",
"JIT compiler"
]
},
{
"name": "Optimuzz",
"year": "2025",
"targets": [
"Compiler"
],
"color": "greybox",
"references": [
"AFLGo",
"Fuzzilli"
],
"author": [
"Jaeseong Kwon",
"Bongjun Jang",
"Juneyoung Lee",
"Kihong Heo"
],
"toolurl": "https://prosys.kaist.ac.kr/optimuzz",
"title": "Optimization-Directed Compiler Fuzzing for Continuous Translation Validation",
"booktitle": "Proceedings of the ACM Conference on Programming Language Design and Implementation",
"miscurl": [
"https://doi.org/10.1145/3729275"
],
"keywords": [
"compiler fuzzing",
"translation validation"
]
},
{
"name": "PATA",
"year": 2022,
"targets": [
"File"
],
"color": "greybox",
"author": [
"Jie Liang",
"Mingzhe Wang",
"Chijin Zhou",
"Zhiyong Wu",
"Yu Jiang",
"Jianzhong Liu",
"Zhe Liu",
"Jiaguang Sun"
],
"toolurl": "https://github.com/PATA-FUZZ/pata",
"title": "PATA: Fuzzing with Path Aware Taint Analysis",
"booktitle": "Proceedings of the IEEE Symposium on Security and Privacy",
"miscurl": [
"https://www.computer.org/csdl/proceedings-article/sp/2022/131600a154/1wKCe9rJFfi"
]
},
{
"name": "PBFDroid",
"year": 2023,
"targets": [
"UI"
],
"color": "blackbox",
"author": [
"Jingling Sun",
"Ting Su",
"Jiayi Jiang",
"Jue Wang",
"Geguang Pu",
"Zhendong Su"
],
"toolurl": "https://github.com/property-based-fuzzing/home",
"title": "Property-Based Fuzzing for Finding Data Manipulation Errors in Android Apps",
"booktitle": "Proceedings of the International Symposium on Foundations of Software Engineering",
"references": [
"JQF",
"APE"
],
"miscurl": [
"https://dl.acm.org/doi/pdf/10.1145/3611643.3616286"
]
},
{
"name": "PDGF",
"year": "2024",
"targets": [
"File"
],
"color": "greybox",
"references": [
"AFL"
],
gitextract_p4wfrv2j/ ├── .gitattributes ├── CNAME ├── CONTRIBUTING.md ├── COPYING.md ├── README.md ├── css/ │ └── asefuzz.css ├── data/ │ └── fuzzers.json ├── fonts/ │ └── FontAwesome.otf ├── index.html ├── js/ │ └── asefuzz.js └── script.py
SYMBOL INDEX (53 symbols across 2 files)
FILE: js/asefuzz.js
function createCanvas (line 26) | function createCanvas(width, height) {
function parseJSONData (line 33) | function parseJSONData(arr) {
function drawEdges (line 53) | function drawEdges(g, d) {
function buildAuthors (line 62) | function buildAuthors(node) {
function buildRef (line 72) | function buildRef(node) {
function appendPublicationOrCredit (line 94) | function appendPublicationOrCredit(list, node) {
function constructIcon (line 105) | function constructIcon(faName, title) {
function constructCharSpan (line 109) | function constructCharSpan(ch, title) {
function appendToolURL (line 113) | function appendToolURL(list, node) {
function appendTargetInfo (line 125) | function appendTargetInfo(list, node) {
function appendMiscURL (line 155) | function appendMiscURL(list, node) {
function appendSharableLink (line 169) | function appendSharableLink(list, node) {
function getPubYear (line 177) | function getPubYear(node) {
function setTitle (line 182) | function setTitle(node) {
function clearContents (line 192) | function clearContents() {
function showInfobox (line 196) | function showInfobox() {
function hideInfobox (line 200) | function hideInfobox() {
function onClick (line 204) | function onClick(node) {
function drawNodes (line 216) | function drawNodes(g, d, simulation) {
function computeMaxYear (line 278) | function computeMaxYear(d) {
function installZoomHandler (line 284) | function installZoomHandler(height, canvas, g, d) {
function fieldMatch (line 299) | function fieldMatch(field, re) {
function arrayMatch (line 304) | function arrayMatch(targets, re) {
function escapeRegExp (line 312) | function escapeRegExp(string) {
function clearSearchResults (line 316) | function clearSearchResults(nodes, resultList) {
function showFuzzer (line 323) | function showFuzzer(node, nodes, zoom, canvas, width, height) {
function installSearchHandler (line 335) | function installSearchHandler(width, height, canvas, zoom, nodes) {
function installClickHandler (line 404) | function installClickHandler(nodes) {
function installDragHandler (line 411) | function installDragHandler() {
function installInfoBoxCloseHandler (line 426) | function installInfoBoxCloseHandler() {
function computeYPos (line 430) | function computeYPos(year) {
function ticked (line 434) | function ticked(links, nodes, simulation) {
function initSimulation (line 450) | function initSimulation(d, simulation, width, height, links, nodes) {
function addStatItem (line 467) | function addStatItem(dict, key, id) {
function sortByCount (line 472) | function sortByCount(stats) {
function sortFuzzersByYear (line 486) | function sortFuzzersByYear(fuzzerMap, fuzzers) {
function makeAccordionElm (line 493) | function makeAccordionElm(data, handle, myid, header, fuzzers, fnLink) {
function fuzzerToString (line 516) | function fuzzerToString(fuzzer) {
function makeAnchor (line 526) | function makeAnchor(fuzzerMap, f) {
function makeAccordion (line 533) | function makeAccordion(fuzzerMap, data, id, handle) {
function makeVenueAccordion (line 549) | function makeVenueAccordion(fuzzerMap, venues) {
function makeTargetAccordion (line 553) | function makeTargetAccordion(fuzzerMap, targets) {
function makeAuthorAccordion (line 557) | function makeAuthorAccordion(fuzzerMap, authors) {
function filterAndSortAccordion (line 561) | function filterAndSortAccordion(acc, str, container) {
function registerStatsFilter (line 586) | function registerStatsFilter(venueAcc, targetAcc, authorAcc) {
function initStats (line 599) | function initStats(data) {
function getQueryVariable (line 632) | function getQueryVariable(variable) {
FILE: script.py
class RefCompleter (line 8) | class RefCompleter(object):
method __init__ (line 9) | def __init__(self, options):
method complete (line 12) | def complete(self, text, state):
function is_empty_field (line 27) | def is_empty_field(field):
function is_valid_color (line 31) | def is_valid_color(color):
function is_valid_references (line 35) | def is_valid_references(db, refs):
Condensed preview — 11 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (347K chars).
[
{
"path": ".gitattributes",
"chars": 12,
"preview": "*.json text\n"
},
{
"path": "CNAME",
"chars": 19,
"preview": "fuzzing-survey.org\n"
},
{
"path": "CONTRIBUTING.md",
"chars": 2799,
"preview": "# Contribution Guideline\n\nPlease read this guideline before creating a pull request (PR) or an issue on\nthis repository."
},
{
"path": "COPYING.md",
"chars": 35823,
"preview": " GNU GENERAL PUBLIC LICENSE\r\n Version 3, 29 June 2007\r\n\r\n Copyright (C) 2007 Fr"
},
{
"path": "README.md",
"chars": 2652,
"preview": "# Genealogy Database of Fuzzers\n\nThis repository is our attempt to maintain an up-to-date genealogy database of\nfuzzers "
},
{
"path": "css/asefuzz.css",
"chars": 2566,
"preview": "/* */\n\nbody {\n display: flex;\n flex-direction: column;\n min-height: 100vh;\n height: 100%;\n overflow: hidden;\n}\n\n.ma"
},
{
"path": "data/fuzzers.json",
"chars": 240093,
"preview": "[\n {\n \"name\": \"ACTOR\",\n \"year\": \"2023\",\n \"targets\": [\n \"Kernel\"\n ],\n \"color\": \"greybox\",\n \"autho"
},
{
"path": "index.html",
"chars": 6524,
"preview": "<!doctype html>\n<html>\n <head>\n <meta charset=\"utf-8\">\n <meta name=\"viewport\"\n content=\"width=device-wid"
},
{
"path": "js/asefuzz.js",
"chars": 20230,
"preview": "// Art, Science, and Engineering of Fuzzing\n//\n// Copyright (C) 2019 Sang Kil Cha\n//\n// This program comes with ABSOLUTE"
},
{
"path": "script.py",
"chars": 2677,
"preview": "import json\nimport sys\nimport readline\n\nDATA_FILE = 'data/fuzzers.json'\n\n\nclass RefCompleter(object):\n def __init__(s"
}
]
// ... and 1 more files (download for full content)
About this extraction
This page contains the full source code of the SoftSec-KAIST/Fuzzing-Survey GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 11 files (306.0 KB), approximately 89.8k tokens, and a symbol index with 53 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.