GitHub topics: adversarial-machine-learning

Repositories

Koukyosyumei/AIJack

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

Language: C++ - Size: 152 MB - Last synced at: about 12 hours ago - Pushed at: about 14 hours ago - Stars: 388 - Forks: 63

spring-epfl/mia 📦

A library for running membership inference attacks against ML models

Language: Python - Size: 71.3 KB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 144 - Forks: 28

jiep/offensive-ai-compilation

A curated list of useful resources that cover Offensive AI.

Language: HTML - Size: 17.8 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 1,202 - Forks: 126

mtuann/backdoor-ai-resources

Backdoor Stuff in AI/ ML domain

Size: 736 KB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 24 - Forks: 1

Trusted-AI/adversarial-robustness-toolbox

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

Language: Python - Size: 610 MB - Last synced at: 3 days ago - Pushed at: 18 days ago - Stars: 5,198 - Forks: 1,209

xunguangwang/AdvML-for-Deep-Hashing

Papers of adversarial machine learning for deep hashing

Size: 18.6 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 3 - Forks: 0

lafeat/apbench

APBench: A Unified Availability Poisoning Attack and Defenses Benchmark (TMLR 08/2024)

Language: Python - Size: 67.5 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 30 - Forks: 2

La-PleIAde/VictorIA-Hugo

VictorIA Hugo is an LLM capable to write creative stories in the styles of French authors in French language!

Language: Jupyter Notebook - Size: 354 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 2 - Forks: 4

Trustworthy-AI-Group/Adversarial_Examples_Papers

A list of recent papers about adversarial learning

Size: 5.71 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 135 - Forks: 6

protectai/llm-guard

The Security Toolkit for LLM Interactions

Language: Python - Size: 5.31 MB - Last synced at: 8 days ago - Pushed at: 14 days ago - Stars: 1,590 - Forks: 198

MinghuiChen43/awesome-trustworthy-deep-learning

A curated list of trustworthy deep learning papers. Daily updating...

Size: 7.55 MB - Last synced at: 6 days ago - Pushed at: 12 days ago - Stars: 364 - Forks: 35

alexdevassy/Machine_Learning_CTF_Challenges

CTF challenges designed and implemented in machine learning applications

Language: HTML - Size: 40.8 MB - Last synced at: 4 days ago - Pushed at: 8 months ago - Stars: 144 - Forks: 26

EzgiKorkmaz/adversarial-reinforcement-learning

Reading list for adversarial perspective and robustness in deep reinforcement learning.

Size: 18.6 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 110 - Forks: 6

Shawn-Shan/fawkes

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

Language: Python - Size: 378 KB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 5,332 - Forks: 492

CyberAlbSecOP/Awesome_GPT_Super_Prompting

ChatGPT Jailbreaks, GPT Assistants Prompt Leaks, GPTs Prompt Injection, LLM Prompt Security, Super Prompts, Prompt Hack, Prompt Security, Ai Prompt Engineering, Adversarial Machine Learning.

Size: 6.34 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 2,153 - Forks: 275

edaaydinea/CSMM101X-Artificial-Intelligence

This repository includes the projects of the CSMM101X - Artificial Intelligence course offered by Columbia University.

Language: Python - Size: 108 KB - Last synced at: 10 days ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 2

safe-graph/graph-adversarial-learning-literature

A curated list of adversarial attacks and defenses papers on graph-structured data.

Size: 544 KB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 847 - Forks: 132

alphaprime/Sequential-Manipulation-Against-Rank-Aggregation

Code of 'Sequential Manipulation Against Rank Aggregation: Theory and Algorithm'

Language: MATLAB - Size: 0 Bytes - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 0

QData/TextAttack

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

Language: Python - Size: 25.3 MB - Last synced at: 12 days ago - Pushed at: 9 months ago - Stars: 3,136 - Forks: 416

BorealisAI/advertorch

A Toolbox for Adversarial Robustness Research

Language: Jupyter Notebook - Size: 8.19 MB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 1,332 - Forks: 198

melihcatal/advsecurenet

Machine Learning Security Library

Language: Python - Size: 43.3 MB - Last synced at: 10 days ago - Pushed at: 14 days ago - Stars: 6 - Forks: 5

chawins/llm-sp

Papers and resources related to the security and privacy of LLMs 🤖

Language: Python - Size: 2.24 MB - Last synced at: 10 days ago - Pushed at: 5 months ago - Stars: 493 - Forks: 35

shreyansh26/Red-Teaming-Language-Models-with-Language-Models

A re-implementation of the "Red Teaming Language Models with Language Models" paper by Perez et al., 2022

Language: Python - Size: 73 MB - Last synced at: 1 day ago - Pushed at: over 1 year ago - Stars: 28 - Forks: 4

sefeoglu/adversarial_examples_parseval_net

Parseval Networks and Adversarial Examples

Language: Jupyter Notebook - Size: 434 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 2 - Forks: 0

safellama/plexiglass

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

Language: Python - Size: 20.6 MB - Last synced at: 2 days ago - Pushed at: over 1 year ago - Stars: 136 - Forks: 15

deadbits/vigil-llm

⚡ Vigil ⚡ Detect prompt injections, jailbreaks, and other potentially risky Large Language Model (LLM) inputs

Language: Python - Size: 548 KB - Last synced at: 15 days ago - Pushed at: about 1 year ago - Stars: 370 - Forks: 41

ArthurMangussi/AdvML

Adversarial Machine Learning Applied to Missing Data Imputation

Language: Python - Size: 140 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 0 - Forks: 0

KevinBian107/RPLH

Developing various frameworks for multi-agent collaborations systems

Language: Python - Size: 36.6 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 3 - Forks: 1

anonymouspaper2025/Robustness-in-Network-Intrusion-Detection-with-Adversarial-Training-and-OOD

Repository with supplementary material to Robustness in Network Intrusion Detection with Adversarial Training and Ouf-of-Distribution

Language: TeX - Size: 52.9 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 0 - Forks: 0

jinminhao/PANTS

[Usenix Security '25] Robustifying ML-powered Network Classifiers with PANTS

Language: Python - Size: 3.91 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 3 - Forks: 0

RobustBench/robustbench

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

Language: Python - Size: 5.92 MB - Last synced at: 10 days ago - Pushed at: 21 days ago - Stars: 702 - Forks: 98

lionelmessi6410/awesome-real-world-adversarial-examples

😎 A curated list of awesome real-world adversarial examples resources

Size: 456 KB - Last synced at: 2 days ago - Pushed at: over 4 years ago - Stars: 59 - Forks: 10

zRapha/FAME

Framework for Adversarial Malware Evaluation.

Language: Python - Size: 8.03 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 33 - Forks: 9

ryderling/adversarial-attacks-and-defenses-for-windows-pe-malware-detection

A curated resource list of adversarial attacks and defenses for Windows PE malware detection.

Size: 10.7 KB - Last synced at: 9 days ago - Pushed at: over 2 years ago - Stars: 69 - Forks: 11

thu-ml/ares

A Python library for adversarial machine learning focusing on benchmarking adversarial robustness.

Language: Python - Size: 378 MB - Last synced at: 16 days ago - Pushed at: over 1 year ago - Stars: 502 - Forks: 88

r0nl/DABANforHSI

Hyperspectral Image Classification Based on Doman Adversarial Broad Adaptation Network

Language: Jupyter Notebook - Size: 12 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 0 - Forks: 0

hbaniecki/adversarial-explainable-ai

💡 Adversarial attacks on explanations and how to defend them

Size: 2.62 MB - Last synced at: 27 days ago - Pushed at: 5 months ago - Stars: 314 - Forks: 48

thomashirtz/gym-battleship

Battleship environment for reinforcement learning tasks

Language: Python - Size: 314 KB - Last synced at: 11 days ago - Pushed at: almost 2 years ago - Stars: 13 - Forks: 3

EdisonLeeeee/GraphGallery

GraphGallery is a gallery for benchmarking Graph Neural Networks

Language: Python - Size: 9.56 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 467 - Forks: 62

ZhengyuZhao/AI-Security-and-Privacy-Events

A curated list of academic events on AI Security & Privacy

Size: 118 KB - Last synced at: 24 days ago - Pushed at: 8 months ago - Stars: 147 - Forks: 16

pralab/secml_malware

Create adversarial attacks against machine learning Windows malware detectors

Language: Python - Size: 4.63 MB - Last synced at: 29 days ago - Pushed at: 3 months ago - Stars: 217 - Forks: 48

RamtinMoslemi/Catastrophic-Overfitting-Papers

A full list of papers on Catastrophic Overfitting from arXiv

Language: Jupyter Notebook - Size: 13 MB - Last synced at: 12 days ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

Verified-Intelligence/auto_LiRPA

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

Language: Python - Size: 33.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 299 - Forks: 84

akanimax/pro_gan_pytorch

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

Language: Python - Size: 195 MB - Last synced at: 30 days ago - Pushed at: over 1 year ago - Stars: 539 - Forks: 99

Western-OC2-Lab/AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security

This repository includes code for the AutoML-based IDS and adversarial attack defense case studies presented in the paper "Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis" published in IEEE Transactions on Network and Service Management.

Language: Jupyter Notebook - Size: 10.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 32 - Forks: 9

MasoudJTehrani/sys-tax-artifact

A Taxonomy of System-Level Attacks on Deep Learning Models in Autonomous Vehicles

Language: Python - Size: 12.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

sukrutrao/Adversarial-Patch-Training

Code for the paper: Adversarial Training Against Location-Optimized Adversarial Patches. ECCV-W 2020.

Language: Python - Size: 54.7 KB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 46 - Forks: 9

OODRobustBench/OODRobustBench

OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift. ICML 2024 and ICLRW-DMLR 2024

Language: Python - Size: 2.06 MB - Last synced at: 24 days ago - Pushed at: 9 months ago - Stars: 20 - Forks: 1

Framartin/lgv-geometric-transferability

Source of the ECCV22 paper "LGV: Boosting Adversarial Example Transferability from Large Geometric Vicinity"

Language: Python - Size: 932 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 19 - Forks: 0

locuslab/smoothing

Provable adversarial robustness at ImageNet scale

Language: Python - Size: 7.2 MB - Last synced at: 14 days ago - Pushed at: almost 6 years ago - Stars: 383 - Forks: 76

trojai/trojai

A repository to quickly generate synthetic data and associated trojaned deep learning models

Language: Python - Size: 9.27 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 77 - Forks: 23

AINTRUST-AI/aixploit

Engineered to help red teams and penetration testers exploit large language model AI solutions vulnerabilities.

Language: Python - Size: 6.91 MB - Last synced at: 9 days ago - Pushed at: about 2 months ago - Stars: 5 - Forks: 1

ysharma1126/EAD_Attack

EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples

Language: Python - Size: 28.2 MB - Last synced at: 30 days ago - Pushed at: over 6 years ago - Stars: 40 - Forks: 12

milaan9/Deep_Learning_Algorithms_from_Scratch

This repository explores the variety of techniques and algorithms commonly used in deep learning and the implementation in MATLAB and PYTHON

Language: Jupyter Notebook - Size: 9.85 MB - Last synced at: 12 days ago - Pushed at: over 2 years ago - Stars: 173 - Forks: 171

prabhant/synthesizing-robust-adversarial-examples

My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-AW

Language: Jupyter Notebook - Size: 8.99 MB - Last synced at: 5 days ago - Pushed at: about 7 years ago - Stars: 73 - Forks: 14

aloth/RogueGPT

RogueGPT - (Fake) News Generator, a research project

Language: Python - Size: 50.8 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 2

pralab/secml

A Python library for Secure and Explainable Machine Learning

Language: Jupyter Notebook - Size: 67.2 MB - Last synced at: 25 days ago - Pushed at: 3 months ago - Stars: 172 - Forks: 26

rvinas/adversarial-gene-expression

Adversarial generation of gene expression data using Generative Adversarial Networks

Language: Jupyter Notebook - Size: 174 MB - Last synced at: 18 days ago - Pushed at: over 3 years ago - Stars: 26 - Forks: 5

offoabhii/RobustEX

Improvising adversarial attack against prediction of neural network

Language: Python - Size: 25.4 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

JosephTLucas/HackThisAI

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

Language: Jupyter Notebook - Size: 96 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 98 - Forks: 14

poloclub/jpeg-defense

SHIELD: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression

Language: Python - Size: 1.75 MB - Last synced at: 29 days ago - Pushed at: about 2 years ago - Stars: 81 - Forks: 8

TortueSagace/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 metaheuristic optimization algorithms, and complex cost functions to give reliable results for tabular problems.

Language: Jupyter Notebook - Size: 8.25 MB - Last synced at: 14 days ago - Pushed at: 2 months ago - Stars: 3 - Forks: 1

joseph-nagel/adversarial-ml

Adversarial attacks and defenses

Language: Jupyter Notebook - Size: 317 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

ebagdasa/backdoors101

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

Language: Python - Size: 29.2 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 349 - Forks: 81

Paulescu/adversarial-machine-learning

Hands-on tutorial on adversarial examples 😈. With Streamlit app ❤️.

Language: Jupyter Notebook - Size: 72.1 MB - Last synced at: 7 days ago - Pushed at: almost 3 years ago - Stars: 31 - Forks: 5

emaballarin/CARSO

👀🛡️ Code for the paper “Carefully Blending Adversarial Training and Purification Improves Adversarial Robustness” by Emanuele Ballarin, Alessio Ansuini and Luca Bortolussi (2024)

Language: Python - Size: 39.1 KB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 6 - Forks: 1

shreyansh26/NIDS-in-an-adversarial-setting

Network Intrusion Detection in an Adversarial setting

Language: Jupyter Notebook - Size: 97.3 MB - Last synced at: 10 days ago - Pushed at: over 5 years ago - Stars: 7 - Forks: 0

urcuqui/Data-Science

My projects about data science, artificial intelligence and cumputer security in AI ☣🤖

Language: Jupyter Notebook - Size: 303 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 15 - Forks: 24

emadef1/GAN_GRID

GAN-GRID: A Novel Adversarial Attack on Smart Grid Stability Prediction

Language: Jupyter Notebook - Size: 8.27 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 1

adverML/AdvOpenOOD

Language: Python - Size: 76.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

khalooei/LSA

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.

Language: Python - Size: 33.8 MB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 17 - Forks: 6

sueszli/thesis

paper: rethinking adversarial examples

Language: Jupyter Notebook - Size: 91.3 MB - Last synced at: 27 days ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

liu00222/PORE-Provably-Robust-Recommender-Systems-against-Data-Poisoning-Attacks

This repository contains the code for our USENIX Security'23 paper "PORE: Provably Robust Recommender Systems against Data Poisoning Attacks"

Language: Python - Size: 8.42 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 7 - Forks: 0

luispky/XAI-RAI-UniTS

Repository with the project of the Explainable and Reliable Artificial Intelligence course at UniTS (2024-2025).

Language: Python - Size: 76 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

jxwuyi/AtNRE

Adversarial Training for Neural Relation Extraction

Language: Python - Size: 709 KB - Last synced at: 14 days ago - Pushed at: almost 7 years ago - Stars: 109 - Forks: 31

jaypmorgan/Adversarial.jl

Adversarial attacks for Neural Networks written with FluxML

Language: Julia - Size: 228 KB - Last synced at: 21 days ago - Pushed at: about 4 years ago - Stars: 16 - Forks: 1

ashr-exe/apate-shield

Explore adversarial attacks on traffic sign recognition models and evaluate defenses using adversarial training. Includes FGSM, PGD, BIM attacks, and robust model comparison through an interactive Streamlit app.

Language: Jupyter Notebook - Size: 177 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

eftekhar-hossain/Trustworthy-ML-Project

PyTorch Code of CAP-6938 Project

Language: Python - Size: 1.24 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

Trustworthy-AI-Group/TransferAttack

TransferAttack is a pytorch framework to boost the adversarial transferability for image classification.

Language: Python - Size: 2.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 304 - Forks: 43

cdluminate/robrank

Adversarial Attack and Defense in Deep Ranking, T-PAMI, 2024

Language: Python - Size: 435 KB - Last synced at: 17 days ago - Pushed at: about 1 year ago - Stars: 23 - Forks: 2

SamSamhuns/yolov5_adversarial Fork of ultralytics/yolov5

Generate adversarial patches against YOLOv5 🚀

Language: Python - Size: 25.7 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 46 - Forks: 7

EdisonLeeeee/RS-Adversarial-Learning

A curated collection of adversarial attack and defense on recommender systems.

Size: 62.5 KB - Last synced at: 9 days ago - Pushed at: almost 3 years ago - Stars: 133 - Forks: 7

Avinash793/adversarial-attacks-on-load-forecasting-model

Studied the impact of adversarial attacks on RNN Based load forecasting model.

Language: Jupyter Notebook - Size: 2.75 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

jiep/adversarial-machine-learning

Taller de Adversarial Machine Learning

Language: Jupyter Notebook - Size: 23.1 MB - Last synced at: about 17 hours ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 0

mitre/arlin

ARLIN is a research library written in Python that provides explainability outputs and vulnerability detection for DRL models, specifically designed to increase model assurance and identify vulnerabilities and potential points of failure within a trained model. https://mitre.github.io/arlin/

Language: Python - Size: 13.3 MB - Last synced at: 20 days ago - Pushed at: about 1 year ago - Stars: 11 - Forks: 1