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adversarial-examples

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Trusted-AI /adversarial-robustness-toolbox

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

python machine-learning privacy ai attack extraction inference artificial-intelligence evasion red-team poisoning adversarial-machine-learning blue-team adversarial-examples adversarial-attacks trusted-ai trustworthy-ai

UpdatedMay 5, 2025
Python

dhowe /AdNauseam

AdNauseam: Fight back against advertising surveillance

privacy surveillance browser-extension privacy-enhancing-technologies adversarial-examples critical-design

UpdatedApr 7, 2025
JavaScript

QData /TextAttack

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

nlp security machine-learning natural-language-processing data-augmentation adversarial-machine-learning adversarial-examples adversarial-attacks

UpdatedJul 25, 2024
Python

bethgelab /foolbox

A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX

python machine-learning tensorflow keras pytorch adversarial-examples adversarial-attacks jax

UpdatedApr 3, 2024
Python

AdvBox

advboxes /AdvBox

Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models. Advbox give a command line tool to generate adversarial examples with Zero-Coding.

security machine-learning deep-learning paddlepaddle adversarial-example adversarial-examples onnx fgsm adversarial-attacks deepfool graphpipe

UpdatedFeb 15, 2023
Jupyter Notebook

BorealisAI /advertorch

A Toolbox for Adversarial Robustness Research

security benchmarking machine-learning pytorch toolbox robustness adversarial-learning adversarial-machine-learning adversarial-example adversarial-examples adversarial-attacks adversarial-perturbations

UpdatedSep 14, 2023
Jupyter Notebook

DSE-MSU /DeepRobust

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

machine-learning deep-neural-networks deep-learning defense graph-mining graph-convolutional-networks adversarial-examples adversarial-attacks graph-neural-networks

UpdatedJul 23, 2024
Python

MadryLab /photoguard

Raising the Cost of Malicious AI-Powered Image Editing

computer-vision deep-learning robustness adversarial-examples adversarial-attacks deepfakes stable-diffusion

UpdatedFeb 27, 2023
Jupyter Notebook

airbnb /artificial-adversary

🗣️ Tool to generate adversarial text examples and test machine learning models against them

python spam data-science machine-learning text-mining data-mining text-classification metrics text text-analysis python3 classification text-processing python2 spam-filtering spam-detection spam-classification adversarial-examples black-box-attacks black-box-benchmarking

UpdatedJan 7, 2022
Python

sarathknv /adversarial-examples-pytorch

Implementation of Papers on Adversarial Examples

deep-learning pytorch adversarial-networks generative-adversarial-networks adversarial-learning adversarial-examples fgsm adversarial-attacks adversarial-images perturbations adversarial-perturbations semantic-adversarial-examples

UpdatedApr 24, 2023
Python

AIJack

Koukyosyumei /AIJack

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

security machine-learning privacy deep-learning dbms paillier homomorphic-encryption differential-privacy adversarial-machine-learning adversarial-examples paillier-cryptosystem adversarial-attacks federated-learning k-anonymity model-inversion-attacks membership-inference evasion-attack poisoning-attacks

UpdatedApr 20, 2025
C++

ChandlerBang /awesome-graph-attack-papers

Adversarial attacks and defenses on Graph Neural Networks.

machine-learning awesome deep-learning graph awesome-list defense robustness literature-review adversarial-examples adversarial-attacks graph-neural-networks

UpdatedFeb 22, 2024

adversarial-explainable-ai

hbaniecki /adversarial-explainable-ai

💡 Adversarial attacks on explanations and how to defend them

security model evaluation deep adversarial defense attacks interpretability robustness adversarial-machine-learning adversarial-examples counterfactual adversarial-attacks explainable-ai xai interpretable interpretable-machine-learning iml explainability responsible-ai

UpdatedNov 30, 2024

Verified-Intelligence /auto_LiRPA

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

robustness adversarial-machine-learning adversarial-examples adversarial-defense robustness-verification ibp-bounds crown-bound certified-defense-models

UpdatedMar 16, 2025
Python

Verified-Intelligence /alpha-beta-CROWN

alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, and 2024)

neural-networks formal-verification robustness adversarial-examples adversarial-robustness robustness-verification neural-network-verification

UpdatedJan 31, 2025
Python

chbrian /awesome-adversarial-examples-dl

A curated list of awesome resources for adversarial examples in deep learning

security machine-learning computer-vision deep-learning adversarial-examples

UpdatedFeb 4, 2021

kabkabm /defensegan

Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (published in ICLR2018)

deep-learning generative-adversarial-network adversarial-examples adversarial-attacks iclr2018

UpdatedOct 24, 2019
Python

ryderling /DEEPSEC

DEEPSEC: A Uniform Platform for Security Analysis of Deep Learning Model

adversarial-examples adversarial-attacks deep-leaning defenses

UpdatedMay 21, 2019
Python

tao-bai /attack-and-defense-methods

A curated list of papers on adversarial machine learning (adversarial examples and defense methods).

machine-learning adversarial-machine-learning adversarial-examples adversarial-attacks adversarial-defense

UpdatedMay 27, 2022
TeX

unica-mlsec /mlsec

PhD/MSc course on Machine Learning Security (Univ. Cagliari)

security machine-learning adversarial-examples poisoning-attacks

UpdatedDec 17, 2024
Jupyter Notebook

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