adversarial-examples

Open-source projects categorized as adversarial-examples
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Language: + Python + Jupyter Notebook + JavaScript + C++
Topics: adversarial-attacks Machine Learning adversarial-machine-learning robustness Deep Learning
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Top 11 adversarial-example Open-Source Projects

  • adversarial-robustness-toolbox

    Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

  • AdNauseam

    AdNauseam: Fight back against advertising surveillance

    • Project mention: YouTube's Ad Blocker Crackdown Is Getting Harder to Dodge | news.ycombinator.com | 2023-11-01

    It does not actually clicks on the ads. It sends the request to ad server but does not execute any response from the server, so it's safe to run

    https://github.com/dhowe/AdNauseam/wiki/FAQ#how-does-adnause...

  • InfluxDB

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  • TextAttack

    TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/

    • Project mention: Preprocessing methods besides stop words, regular expressions, lemmatization and stemming for an NLP classification problem | /r/MLQuestions | 2023-06-09

    Could have a look at what's available in the augmentor here https://github.com/QData/TextAttack. I'm not experienced with NLP so I may be way off here

  • foolbox

    A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX

    • Project mention: More snake-oil | /r/DefendingAIArt | 2023-06-26

    Go ahead, play with any adversarial attacks from https://github.com/bethgelab/foolbox you will not find an attack that is both robust to perturbations and almost visually imperceptible

  • advertorch

    A Toolbox for Adversarial Robustness Research

  • DeepRobust

    A pytorch adversarial library for attack and defense methods on images and graphs

  • photoguard

    Raising the Cost of Malicious AI-Powered Image Editing

    • Project mention: PhotoGuard - сервіс для захисту зображень від нейромереж. Працює за допомогою моделей редагування фотографій на основі машинного навчання, таких як Stable Diffusion. | /r/LinuxUkraine | 2023-12-04

  • SaaSHub

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  • AIJack

    Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

  • auto_LiRPA

    auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

  • alpha-beta-CROWN

    alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)

  • mlattacks

    Machine Learning Attack Series

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

adversarial-examples related posts

  • PhotoGuard - сервіс для захисту зображень від нейромереж. Працює за допомогою моделей редагування фотографій на основі машинного навчання, таких як Stable Diffusion.

    1 project | /r/LinuxUkraine | 4 Dec 2023

  • YouTube's Ad Blocker Crackdown Is Getting Harder to Dodge

    2 projects | news.ycombinator.com | 1 Nov 2023

  • AdNauseam: uBlock Origin fork silently clicking ads on behalf of users

    1 project | /r/patient_hackernews | 24 Aug 2023

  • AdNauseam: uBlock Origin fork silently clicking ads on behalf of users

    1 project | /r/hackernews | 24 Aug 2023

  • AdNauseam: uBlock Origin fork silently clicking ads

    3 projects | news.ycombinator.com | 22 Aug 2023

  • Noiszy: A browser plugin that creates meaningless web data – digital “noise.”

    2 projects | news.ycombinator.com | 22 Aug 2023

  • Are there any tools for "Defend Against the Dark Arts" of diffusion?

    1 project | /r/StableDiffusion | 4 Jun 2023
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    www.saashub.com | 17 May 2024
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Index

What are some of the best open-source adversarial-example projects? This list will help you:

Project Stars
1 adversarial-robustness-toolbox 4,496
2 AdNauseam 4,408
3 TextAttack 2,775
4 foolbox 2,663
5 advertorch 1,273
6 DeepRobust 946
7 photoguard 520
8 AIJack 330
9 auto_LiRPA 265
10 alpha-beta-CROWN 206
11 mlattacks 47

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