adversarial-machine-learning

There are 53 repositories under adversarial-machine-learning topic.

fawkes
Shawn-Shan / fawkes
Fawkes, privacy preserving tool against facial recognition systems. More info at https://sandlab.cs.uchicago.edu/fawkes
privacy-protection privacy-enhancing-technologies face-recognition adversarial-machine-learning
Language:Python 5139
Trusted-AI / adversarial-robustness-toolbox
Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
adversarial-attacks adversarial-examples adversarial-machine-learning ai artificial-intelligence attack blue-team evasion extraction inference machine-learning poisoning privacy python red-team trusted-ai trustworthy-ai
Language:Python 4502
QData / TextAttack
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
machine-learning security natural-language-processing nlp adversarial-machine-learning adversarial-attacks data-augmentation adversarial-examples
Language:Python 2773
BorealisAI / advertorch
A Toolbox for Adversarial Robustness Research
adversarial-attacks adversarial-example adversarial-examples adversarial-learning adversarial-machine-learning adversarial-perturbations benchmarking machine-learning pytorch robustness security toolbox
Language:Jupyter Notebook 1274
jiep / offensive-ai-compilation
A curated list of useful resources that cover Offensive AI.
offensive-ai adversarial-machine-learning ai-security artificial-intelligence compilation
Language:HTML 1020
protectai / llm-guard
The Security Toolkit for LLM Interactions
adversarial-machine-learning chatgpt large-language-models llm llm-security llmops prompt-engineering prompt-injection security-tools transformers
Language:Python 873
safe-graph / graph-adversarial-learning-literature
A curated list of adversarial attacks and defenses papers on graph-structured data.
machine-learning graph-algorithms adversarial-machine-learning data-mining awesome-list literature-review deep-learning security graph-attack adversarial-attacks survey graph-data
810
RobustBench / robustbench
RobustBench: a standardized adversarial robustness benchmark [NeurIPS'21 Benchmarks and Datasets Track]
adversarial-robustness adversarial-machine-learning benchmark model-zoo
Language:Python 604
akanimax / T2F
T2F: text to face generation using Deep Learning
gan generative-adversarial-network adversarial-machine-learning progressively-growing-gan text-to-image
Language:Python 542
akanimax / pro_gan_pytorch
Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"
adversarial-machine-learning convolutional-neural-network gan progressive-growing-of-gans pytorch
Language:Python 536
thu-ml / ares
A Python library for adversarial machine learning focusing on benchmarking adversarial robustness.
adversarial-machine-learning benchmark-framework adversarial-attacks adversarial-robustness fgsm bim mi-fgsm deepfool nes spsa boundary evolutionary mmlda distillation hgd pca
Language:Python 460
EdisonLeeeee / GraphGallery
GraphGallery is a gallery for benchmarking Graph Neural Networks, From InplusLab.
graph-neural-networks models graph geometric-deep-learning pytorch graphgallery adversarial-machine-learning dgl pyg
Language:Python 455
locuslab / smoothing
Provable adversarial robustness at ImageNet scale
adversarial-machine-learning
Language:Python 353
AIJack
Koukyosyumei / AIJack
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
security machine-learning adversarial-attacks adversarial-examples adversarial-machine-learning membership-inference model-inversion-attacks evasion-attack poisoning-attacks privacy deep-learning homomorphic-encryption differential-privacy paillier paillier-cryptosystem federated-learning k-anonymity dbms
Language:C++ 330
ebagdasa / backdoors101
Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.
backdoors machine-learning research security pytorch adversarial-machine-learning adversarial deep-learning-security neural-trojan ml-backdoors backdoor-attacks deep-learning-backdoors federated-learning
Language:Python 317
MinghuiChen43 / awesome-trustworthy-deep-learning
A curated list of trustworthy deep learning papers. Daily updating...
adversarial-machine-learning security privacy deep-learning poisoning fairness backdoor green-ai ownership robustness interpretable-deep-learning causality out-of-distribution-generalization machine-unlearning gradient-leakage membership-inference-attack hallucinations uncertainty watermarking ai-alignment
288
adversarial-explainable-ai
hbaniecki / adversarial-explainable-ai
💡 Adversarial attacks on explanations and how to defend them
interpretable-machine-learning adversarial-machine-learning iml adversarial-attacks interpretability xai explainable-ai adversarial-examples explainability attacks security responsible-ai robustness interpretable adversarial model evaluation deep counterfactual defense
281
Verified-Intelligence / auto_LiRPA
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
adversarial-defense adversarial-examples adversarial-machine-learning certified-defense-models crown-bound ibp-bounds robustness robustness-verification
Language:Python 265
deadbits / vigil-llm
⚡ Vigil ⚡ Detect prompt injections, jailbreaks, and other potentially risky Large Language Model (LLM) inputs
llm-security prompt-injection adversarial-attacks adversarial-machine-learning large-language-models llmops yara-scanner security-tools
Language:Python 247
chawins / llm-sp
Papers and resources related to the security and privacy of LLMs 🤖
adversarial-machine-learning awesome-list llm llm-privacy llm-security privacy security
Language:Python 238
Hadisalman / smoothing-adversarial
Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"
adversarial-machine-learning deep-neural-networks adversarial-defense
Language:Python 221
tao-bai / attack-and-defense-methods
A curated list of papers on adversarial machine learning (adversarial examples and defense methods).
adversarial-machine-learning adversarial-attacks adversarial-examples adversarial-defense machine-learning
Language:TeX 202
pralab / secml_malware
Create adversarial attacks against machine learning Windows malware detectors
adversarial-machine-learning infosec python attack machine-learning security
Language:Python 194
ashafahi / free_adv_train
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
adversarial-machine-learning adversarial-attacks adversarial-learning adversarial-example adversarial-examples adversarial attack-defense attack robust robustness classification
Language:Python 170
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
adversarial-machine-learning autoencoders cnn-classification data-science deep-learning deep-learning-matlab deep-learning-python deep-learning-pytorch image-captioning image-processing linear-regression logistic-regression neural-networks object-detection rnn-pytorch tutor-milaan9
Language:Jupyter Notebook 169
sisinflab / adversarial-recommender-systems-survey
The goal of this survey is two-fold: (i) to present recent advances on adversarial machine learning (AML) for the security of RS (i.e., attacking and defense recommendation models), (ii) to show another successful application of AML in generative adversarial networks (GANs) for generative applications, thanks to their ability for learning (high-dimensional) data distributions. In this survey, we provide an exhaustive literature review of 74 articles published in major RS and ML journals and conferences. This review serves as a reference for the RS community, working on the security of RS or on generative models using GANs to improve their quality.
adversarial-machine-learning future-visions literature-review recommender-system adversarial-attacks security machine-learning deep-learning gan generative-adversarial-network personalization recsys aml ai collabora
156
AvalZ / WAF-A-MoLE
A guided mutation-based fuzzer for ML-based Web Application Firewalls
adversarial-machine-learning machine-learning web web-application-firewall web-security
Language:Python 155
shangtse / robust-physical-attack
Physical adversarial attack for fooling the Faster R-CNN object detector
adversarial-attacks adversarial-examples adversarial-machine-learning computer-vision faster-rcnn object-detection
Language:Jupyter Notebook 154
akanimax / msg-gan-v1
MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)
msg-gan gan machine-learning deep-learning adversarial-machine-learning celeba
Language:Python 150
Trustworthy-AI-Group / TransferAttack
TransferAttack is a pytorch framework to boost the adversarial transferability for image classification.
adversarial-attack adversarial-machine-learning adversarial-transferability blackbox-attack transfer-attack
Language:Python 142
pralab / secml
A Python library for Secure and Explainable Machine Learning
machine-learning adversarial-machine-learning security interpretability explainable-machine-learning artificial-intelligence python neural-networks pytorch tensorflow cleverhans secml python-library attack-algorithms sparse-data algorithms matplotlib poisoning-attacks evasion-attacks foolbox
Language:Jupyter Notebook 135
spring-epfl / mia
A library for running membership inference attacks against ML models
machine-learning privacy adversarial-machine-learning
Language:Python 135
EdisonLeeeee / RS-Adversarial-Learning
A curated collection of adversarial attack and defense on recommender systems.
adversarial-attacks adversarial-machine-learning awesome recommender-system
128
rfml
brysef / rfml
Radio Frequency Machine Learning with PyTorch
adversarial-machine-learning cognitive-radio deep-learning pytorch pytorch-tutorial signal-classification wireless-communication
Language:Jupyter Notebook 119
ZhengyuZhao / AI-Security-and-Privacy-Events
A curated list of academic events on AI Security & Privacy
adversarial-examples adversarial-machine-learning ai-privacy ai-security data-poisoning
115
jxwuyi / AtNRE
Adversarial Training for Neural Relation Extraction
adversarial-machine-learning nlp-machine-learning relation-extraction tensorflow-experiments
Language:Python 110

adversarial-machine-learning

Shawn-Shan / fawkes

Trusted-AI / adversarial-robustness-toolbox

QData / TextAttack

BorealisAI / advertorch

jiep / offensive-ai-compilation

protectai / llm-guard

safe-graph / graph-adversarial-learning-literature

RobustBench / robustbench

akanimax / T2F

akanimax / pro_gan_pytorch

thu-ml / ares

EdisonLeeeee / GraphGallery

locuslab / smoothing

Koukyosyumei / AIJack

ebagdasa / backdoors101

MinghuiChen43 / awesome-trustworthy-deep-learning

hbaniecki / adversarial-explainable-ai

Verified-Intelligence / auto_LiRPA

deadbits / vigil-llm

chawins / llm-sp

Hadisalman / smoothing-adversarial

tao-bai / attack-and-defense-methods

pralab / secml_malware

ashafahi / free_adv_train

milaan9 / Deep_Learning_Algorithms_from_Scratch

sisinflab / adversarial-recommender-systems-survey

AvalZ / WAF-A-MoLE

shangtse / robust-physical-attack

akanimax / msg-gan-v1

Trustworthy-AI-Group / TransferAttack

pralab / secml

spring-epfl / mia

EdisonLeeeee / RS-Adversarial-Learning

brysef / rfml

ZhengyuZhao / AI-Security-and-Privacy-Events

jxwuyi / AtNRE