Top 6 Python adversarial-example Projects

adversarial-robustness-toolbox

8 4,447 9.7 Python

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

3 2,754 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

InfluxDB

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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.
foolbox

1 2,655 6.8 Python

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

DeepRobust

1 940 5.5 Python

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

1 262 4.2 Python

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

1 204 4.7 Python

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

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).