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28 search results found

Adversarial Robustness Toolbox ⭐ 4,420

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

Nlpaug ⭐ 3,825

Data augmentation for NLP

Foolbox ⭐ 2,600

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

Textattack ⭐ 2,597

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

Advbox ⭐ 1,344

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.

Advertorch ⭐ 1,271

A Toolbox for Adversarial Robustness Research

Deeprobust ⭐ 904

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

Artificial Adversary ⭐ 317

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

Awesome Graph Attack Papers ⭐ 315

Adversarial attacks and defenses on Graph Neural Networks.

Security and Privacy Risk Simulator for Machine Learning

Awesome Adversarial Examples Dl ⭐ 202

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

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

Attack And Defense Methods ⭐ 152

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

Adversarial Library ⭐ 123

Library containing PyTorch implementations of various adversarial attacks and resources

Fast_adversarial ⭐ 118

Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"

Detecting Adversarial Samples ⭐ 70

Code for "Detecting Adversarial Samples from Artifacts" (Feinman et al., 2017)

Denoised Smoothing ⭐ 69

Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs

Mlattacks ⭐ 38

Machine Learning Attack Series

Adversarial Vision Challenge ⭐ 36

NIPS Adversarial Vision Challenge

Randomized Smoothing of All Shapes and Sizes (ICML 2020).

Framework for Adversarial Malware Evaluation.

Synthesizing Robust Adversarial Examples ⭐ 24

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

Avc_nips_2018 ⭐ 19

Code to reproduce the attacks and defenses for the entries "JeromeR" in the NIPS 2018 Adversarial Vision Challenge

Targeted Adversarial Perturbations Monocular Depth ⭐ 9

PyTorch implementation of Targeted Adversarial Perturbations for Monocular Depth Predictions (in NeurIPS 2020)

Linear Region Attack ⭐ 8

A powerful white-box adversarial attack that exploits knowledge about the geometry of neural networks to find minimal adversarial perturbations without doing gradient descent

Prompt2slip ⭐ 8

This library is testing the ethics of language models by using natural adversarial texts.

Meta Adversarial Training ⭐ 8

Tensorflow implementation of Meta Adversarial Training for Adversarial Patch Attacks on Tiny ImageNet.

Stereopagnosia ⭐ 7

PyTorch implementation of Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations (in AAAI 2021)

Morphence ⭐ 6

Morphence: An implementation of a moving target defense against adversarial example attacks demonstrated for image classification models trained on MNIST and CIFAR10.

Adversarial_robustness_zsl ⭐ 5

[ECCV 2020 AROW Workshop] A Deep Dive into Adversarial Robustness in Zero-Shot Learning

Adv Examples Fun ⭐ 5

Try to generate adversarial images in your browser for fun and profit.

Emotion Based Dog Filter ⭐ 5

Real-time Emotion-Based, Snapchat-esque Dog Filter using Computer Vision

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