adversarial-machine-learning

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Here are 362 public repositories matching this topic...

Shawn-Shan / fawkes

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

face-recognition privacy-enhancing-technologies privacy-protection adversarial-machine-learning

Updated Aug 9, 2022
Python

Trusted-AI / adversarial-robustness-toolbox

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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

Updated Jan 19, 2023
Python

QData / TextAttack

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

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

Updated Jan 12, 2023
Python

BorealisAI / advertorch

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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

Updated May 29, 2022
Jupyter Notebook

safe-graph / graph-adversarial-learning-literature

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

security machine-learning data-mining deep-learning graph-algorithms survey awesome-list graph-data graph-attack literature-review adversarial-machine-learning adversarial-attacks

Updated Jan 6, 2023

akanimax / T2F

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T2F: text to face generation using Deep Learning

generative-adversarial-network gan text-to-image adversarial-machine-learning progressively-growing-gan

Updated May 14, 2022
Python

akanimax / pro_gan_pytorch

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

pytorch gan convolutional-neural-network adversarial-machine-learning progressive-growing-of-gans

Updated Nov 22, 2022
Python

RobustBench / robustbench

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RobustBench: a standardized adversarial robustness benchmark [NeurIPS'21 Benchmarks and Datasets Track]

benchmark model-zoo adversarial-machine-learning adversarial-robustness

Updated Dec 20, 2022
Python

EdisonLeeeee / GraphGallery

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GraphGallery is a gallery for benchmarking Graph Neural Networks.

graph models pytorch adversarial-machine-learning pyg geometric-deep-learning graph-neural-networks dgl graphgallery

Updated Sep 29, 2022
Python

thu-ml / ares

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

nes pca bim benchmark-framework evolutionary spsa boundary adversarial-machine-learning distillation fgsm adversarial-attacks deepfool adversarial-robustness mi-fgsm mmlda hgd

Updated Jun 22, 2022
Python

locuslab / smoothing

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Provable adversarial robustness at ImageNet scale

adversarial-machine-learning

Updated May 20, 2019
Python

ebagdasa / backdoors101

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

security machine-learning research pytorch adversarial backdoors adversarial-machine-learning federated-learning backdoor-attacks neural-trojan deep-learning-security ml-backdoors deep-learning-backdoors

Updated Jun 23, 2022
Python

Hadisalman / smoothing-adversarial

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Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"

deep-neural-networks adversarial-machine-learning adversarial-defense

Updated Nov 9, 2019
Python

hbaniecki / adversarial-explainable-ai

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💡 Adversarial attacks on model explanations and how to defend them

Updated Jan 11, 2023

Verified-Intelligence / auto_LiRPA

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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

Updated Nov 30, 2022
Python

tao-bai / attack-and-defense-methods

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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

Updated May 27, 2022
TeX

ashafahi / free_adv_train

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Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.

attack classification robust adversarial robustness adversarial-learning attack-defense adversarial-machine-learning adversarial-example adversarial-examples adversarial-attacks

Updated Jun 8, 2019
Python

Koukyosyumei / AIJack

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Security and Privacy Risk Simulator for Machine Learning

security machine-learning privacy deep-learning svm 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

Updated Jan 19, 2023
C++

milaan9 / Deep_Learning_Algorithms_from_Scratch

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

data-science deep-learning linear-regression image-processing neural-networks image-captioning logistic-regression object-detection autoencoders adversarial-machine-learning rnn-pytorch cnn-classification tutor-milaan9 deep-learning-pytorch deep-learning-matlab deep-learning-python

Updated Dec 9, 2022
Jupyter Notebook

shangtse / robust-physical-attack

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Physical adversarial attack for fooling the Faster R-CNN object detector

computer-vision faster-rcnn object-detection adversarial-machine-learning adversarial-examples adversarial-attacks

Updated Jan 13, 2020
Jupyter Notebook

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