Adversarial Machine Learning Python Packages

llm-guard

The Security Toolkit for LLM Interactions

textattack

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

adversarial-robustness-toolbox

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

robustbench

RobustBench: a standardized adversarial robustness benchmark [NeurIPS 2021 Benchmarks and Datasets Track]

secml

A Python library for Secure and Explainable Machine Learning

auto-lirpa

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

augmented-pca

Repository for the AugmentedPCA Python package.

ethicore-engine-selfhost

Ethicore Engine™ is an AI safety, ethics, and compliance platform. This repo consists of the open-source components of Ethicore Engine™ - Guardian SDK; designed to protect your AI applications from prompt injection, jailbreaks, role hijacking, system-prompt extraction, and 100+ additional threat categories through a multi-layer analysis pipeline

ethicore-engine-guardian

Ethicore Engine™ is an AI safety, ethics, and compliance platform. This repo consists of the open-source components of Ethicore Engine™ - Guardian SDK; designed to protect your AI applications from prompt injection, jailbreaks, role hijacking, system-prompt extraction, and 100+ additional threat categories through a multi-layer analysis pipeline

graphgallery

GraphGallery is a gallery for benchmarking Graph Neural Networks

advertorch

A Toolbox for Adversarial Robustness Research

fawkes

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

scarecrow-alpr

An adversarial frame pattern optimizer for evading automated license plate recognition, personalized to your plate.

adversarial-labeller

Adversarial labeller is a sklearn compatible instance labelling tool for model selection under data drift.

secml-malware

No description available

ml-pentest

This is a software framework that can be used for the evaluation of the robustness of Malware Detection methods with respect to adversarial attacks.

aixploit

AI redTeaming Python library

trojai

TrojAI model and dataset generation library

versatile-evasion-attacks

Security protocols for estimating adversarial robustness of machine learning models for both tabular and image datasets. This package implements a set of evasion attacks based on heuristic optimization algorithms, and complex cost functions to give reliable results for tabular problems.

advsecurenet

Machine Learning Security Library

layerssustainabilityanalysis

LSA : Layer Sustainability Analysis framework for the analysis of layer vulnerability in a given neural network. LSA can be a helpful toolkit to assess deep neural networks and to extend the adversarial training approaches towards improving the sustainability of model layers via layer monitoring and analysis.

pro-gan-pth

Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"

niteshade

Library for simulating data poisoning attack and defence strategies against online machine learning systems.

robustness-framework

An efficient framework for establishing baselines in standard and adversarial machine learning training projects