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41 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

Textattack ⭐ 2,597

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

Graph Adversarial Learning Literature ⭐ 772

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

Robustbench ⭐ 566

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

Adversarial Explainable Ai ⭐ 235

💡 Adversarial attacks on explanations and how to defend them

Backdoors101 ⭐ 231

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

Secml_malware ⭐ 168

Create adversarial attacks against machine learning Windows malware detectors

Attack And Defense Methods ⭐ 152

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

Free_adv_train ⭐ 95

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

Robust Physical Attack ⭐ 82

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

A library for running membership inference attacks against ML models

Torchadver ⭐ 78

A PyTorch Toolbox for creating adversarial examples that fool neural networks.

Patch Wise Iterative Attack ⭐ 71

Patch-wise iterative attack (accepted by ECCV 2020) to improve the transferability of adversarial examples.

Jpeg Defense ⭐ 65

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

Stateadvdrl ⭐ 63

[NeurIPS 2020, Spotlight] Code for "Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations"

Pixel Deflection ⭐ 54

Deflecting Adversarial Attacks with Pixel Deflection

Rs Adversarial Learning ⭐ 52

A curated collection of adversarial attack and defense on recommender systems.

Procedural Advml ⭐ 40

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

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

[NeurIPS2020] The official repository of "AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows".

Awesome Machine Learning Reliability ⭐ 31

A curated list of awesome resources regarding machine learning reliability.

Adversarial Distributional Training ⭐ 31

Adversarial Distributional Training (NeurIPS 2020)

Ead_attack ⭐ 30

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

If Defense ⭐ 28

This is the official pytorch implementation for paper: IF-Defense: 3D Adversarial Point Cloud Defense via Implicit Function based Restoration

Ics Evasion Attacks ⭐ 23

Public Code for ICS Evasion Attack Generation

Adversarial Patch Training ⭐ 18

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

Adversarial Nonparametrics ⭐ 17

Robustness for Non-Parametric Classification: A Generic Attack and Defense

Adversarial Ranking Attack and Defense, ECCV, 2020.

Adversedrive ⭐ 16

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

Translearn ⭐ 14

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

Thermometerencoding ⭐ 13

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

Nips17_adv_attack ⭐ 10

Tensorflow Implementation of adversarial learning based adversarial example generator

Project Athena ⭐ 10

This is the course project for CSCE585: ML Systems. Students will build their machine learning systems based on the provided infrastructure --- Athena.

[NeurIPS 2020, Spotlight] State-Adversarial DQN (SA-DQN) for robust deep reinforcement learning

Biometric Backdoors ⭐ 9

Code for "Biometric Backdoors: A Poisoning Attack Against Unsupervised Template Updating"

Featurespaceattack ⭐ 8

Code for AAAI 2021 "Towards Feature Space Adversarial Attack".

Adversarial.jl ⭐ 7

Adversarial attacks for Neural Networks written with FluxML

Integration Of Adversarial Attacks In Training Pipeline ⭐ 6

Use a Jupyter notebook to integrate the Adversarial Robustness Toolbox (ART) into a neural network model training pipeline with Fabric for Deep Learning to find model vulnerabilities.

[NeurIPS 2020 Spotlight] State-adversarial PPO for robust deep reinforcement learning

Awesome Real World Adversarial Examples ⭐ 6

😎 A curated list of awesome real-world adversarial examples resources

Black-box Adversarial Attacks on Video Recognition Models. (VBAD)

Adversarial_robustness_zsl ⭐ 5

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

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