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Top 22 adversarial-machine-learning open source projects

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

✭ 2,638

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

Fawkes

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

✭ 4,362

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

advrank

Adversarial Ranking Attack and Defense, ECCV, 2020.

✭ 19

python shell ranking metric-learning adversarial-machine-learning adversarial-attacks adversarial-defense eccv-2020

AMR

This is our official implementation for the paper: Jinhui Tang, Xiaoyu Du, Xiangnan He, Fajie Yuan, Qi Tian, and Tat-Seng Chua, Adversarial Training Towards Robust Multimedia Recommender System.

✭ 30

python shell multimedia recommender-system adversarial-machine-learning

Adversarial-Distributional-Training

Adversarial Distributional Training (NeurIPS 2020)

✭ 52

python pytorch robustness adversarial-machine-learning adversarial-training adversarial-defense neurips-2020

backdoors101

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

✭ 181

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

awesome-machine-learning-reliability

A curated list of awesome resources regarding machine learning reliability.

✭ 31

adversarial-machine-learning adversarial-examples machine-leraning-reliability machine-learning-testing

tulip

Scaleable input gradient regularization

✭ 19

python shell computer-vision deep-learning regularization adversarial-learning adversarial-machine-learning adversarial-examples gradient-regularization input-gradient-regularization

robust-local-lipschitz

A Closer Look at Accuracy vs. Robustness

✭ 75

python Jupyter Notebook shell robustness adversarial-machine-learning adversarial-examples tradeoff local-lipschitz

FeatureScatter

Feature Scattering Adversarial Training

✭ 64

python shell defense adversarial-machine-learning adversarial-training adversarial-robustness feature-scattering

translearn

Code implementation of the paper "With Great Training Comes Great Vulnerability: Practical Attacks against Transfer Learning", at USENIX Security 2018

✭ 18

python tensorflow keras transfer-learning adversarial-machine-learning

adversarial-code-generation

Source code for the ICLR 2021 work "Generating Adversarial Computer Programs using Optimized Obfuscations"

✭ 16

python shell Makefile java seq2seq program-analysis combinatorial-optimization adversarial-machine-learning ml4code big-code differentiable-programming code2seq ml4se

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-…

✭ 110

security machine-learning ai deep-learning personalization generative-adversarial-network gan recsys recommender-system aml literature-review adversarial-machine-learning adversarial-attacks collabora future-visions

AdverseDrive

Attacking Vision based Perception in End-to-end Autonomous Driving Models

✭ 24

Jupyter Notebook python machine-learning autonomous-vehicles self-driving-cars adversarial-machine-learning carla-simulator

procedural-advml

Task-agnostic universal black-box attacks on computer vision neural network via procedural noise (CCS'19)

✭ 47

Jupyter Notebook python keras noise papers perlin-noise deep-convolutional-networks adversarial-machine-learning adversarial-examples universal-adversarial-perturbations adversarial-attacks black-box-attacks procedural-noise-functions gabor-noise procedural-noise

Adversarial-Patch-Training

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

✭ 30

python adversarial-machine-learning adversarial-training adversarial-defense adversarial-patches

ThermometerEncoding

reproduction of Thermometer Encoding: One Hot Way To Resist Adversarial Examples in pytorch

✭ 15

python Jupyter Notebook security adversarial-machine-learning adversarial-example

athena

Athena: A Framework for Defending Machine Learning Systems Against Adversarial Attacks

✭ 39

python shell Jupyter Notebook security machine-learning deep-neural-networks artificial-intelligence adversarial-machine-learning defense-methods trusted-ai

jpeg-defense

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

perceptron-benchmark

Robustness benchmark for DNN models.

✭ 61

python security benchmarking adversarial-machine-learning

synthesizing-robust-adversarial-examples

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

✭ 60

Jupyter Notebook machine-learning reproducibility adversarial-machine-learning adversarial-example

EAD Attack

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

✭ 34

python adversarial-networks defense attacks adversarial-machine-learning

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