Top 13 adversarial-machine-learning Open-Source Projects

• fawkes

  109 5,139 0.0 Python

  Fawkes, privacy preserving tool against facial recognition systems. More info at https://sandlab.cs.uchicago.edu/fawkes

Project mention: Nightshade v1.0 Released | news.ycombinator.com | 2024-01-20

Not sure if its coincidence but one of the professor's pictures appeared on the Fawkes page as a demo picture.

https://sandlab.cs.uchicago.edu/fawkes/

• adversarial-robustness-toolbox

  8 4,496 9.7 Python

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

  

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• TextAttack

  3 2,775 8.3 Python

  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

• advertorch

  1 1,273 0.0 Jupyter Notebook

  A Toolbox for Adversarial Robustness Research

  

• offensive-ai-compilation

  7 1,020 7.2 HTML

  A curated list of useful resources that cover Offensive AI.

• llm-guard

  2 870 9.7 Python

  The Security Toolkit for LLM Interactions

  

Project mention: llm-guard: The Security Toolkit for LLM Interactions | /r/blueteamsec | 2023-09-19

• AIJack

  11 330 7.3 C++

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

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

• auto_LiRPA

  1 265 4.2 Python

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

  

• plexiglass

  3 103 9.0 Python

  A toolkit for detecting and protecting against vulnerabilities in Large Language Models (LLMs).

  

Project mention: Looking for contributors to an AI security project | /r/opensource | 2023-12-07

• HackThisAI

  6 82 6.8 Jupyter Notebook

  Adversarial Machine Learning (AML) Capture the Flag (CTF)

• mlattacks

  2 47 2.4 Jupyter Notebook

  Machine Learning Attack Series

• athena

  1 42 0.0 Python

  Athena: A Framework for Defending Machine Learning Systems Against Adversarial Attacks (by softsys4ai)

  

• gym-battleship

  2 9 2.4 Python

  Battleship environment for reinforcement learning tasks

adversarial-machine-learning related posts

• Nightshade v1.0 Released

  1 project | news.ycombinator.com | 20 Jan 2024

• How to find image source if i tried every reverse image search ?

  1 project | /r/blackhat | 9 Jul 2023

• Undetected Whistleblowing

  1 project | /r/privacy | 25 Jun 2023

• Preprocessing methods besides stop words, regular expressions, lemmatization and stemming for an NLP classification problem

  1 project | /r/MLQuestions | 9 Jun 2023

• Voice-changer apps designed to mitigate the threat of AI?

  1 project | /r/privacy | 21 May 2023

• Defeat Reverse Image

  1 project | /r/antiforensics | 28 Apr 2023

• Que pasó en el Vaticano?

  1 project | /r/argentina | 9 Apr 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 17 May 2024

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