A complete list of all (arXiv) adversarial examples (AdEx) papers (under construction)
by Peter Lorenz
Description
Staying current with the latest research in adversarial examples can be a daunting task, given the rapid increase in publications each year. I’ve dedicated myself to meticulously tracking these papers over the past few years and realized that sharing this curated list could benefit others.
The sole criterion for selecting papers for this list is their primary focus on adversarial examples or extensive use of them. However, due to the sheer volume of papers, I can’t guarantee that I’ve captured every single one.
Below, you’ll find the comprehensive paper list. I’ve also provided JSON file guide containing the same data, including one with abstracts. If you use this data for any interesting projects, I’d love to hear about your experiences.
Recently, another website was deployed to discover research trends, researchtrend.ai.
In future, I might plan to to add also papers from eprint.iacr.org.
Overview of common attack methods
timeline
2014 : Szegedy et al.
2015 : FGSM
2016 : i-FGSM : DeepFool
2017 : C&W : ZOO
2018 : PGD : MI-FGSM
2019 : DI-FGSM : TI-FGSM : NI-FGSM : One-Pixel : Autozoom : Zo-adamm : Sign-Opt
2020 : AutoAttack
2023 : DiffAttack
2024 : MALT : AdaMSI-FGM
Table
| date | title | author(s) | Link |
|---|
Acknowledgment
The idea is derived from Nicolas Carlini: nicholas.carlini.com/writing/2019/all-adversarial-example-papers.html.
If you found this useful, please cite this as:
Lorenz, Peter (Oct 2024). A complete list of all (arXiv) adversarial examples (AdEx) papers (under construction). https://lorenz-peter.github.io.
or as a BibTeX entry:
@article{lorenz2024a-complete-list-of-all-arxiv-adversarial-examples-adex-papers-under-construction,
title = {A complete list of all (arXiv) adversarial examples (AdEx) papers (under construction)},
author = {Lorenz, Peter},
year = {2024},
month = {Oct},
url = {https://lorenz-peter.github.io/blog/2024/rw_adex/}
}
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