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The Top 23 Machine Learning Adversarial Examples Open Source Projects

Open source projects categorized as Machine Learning Adversarial Examples
Categories > Adversarial Examples
Categories > Machine Learning > Machine Learning
Adversarial Robustness Toolbox ⭐ 4,420
Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
dependent packages 9total releases 56most recent commit 16 days agopypi adversarial-robustness-toolbox} Downloads
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37most recent commit a year agopypi nlpaug} Downloads
Foolbox ⭐ 2,600
A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
dependent packages 5total releases 70most recent commit 3 months agopypi foolbox} Downloads
Textattack ⭐ 2,597
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
dependent packages 5total releases 46most recent commit 4 months agopypi textattack} Downloads
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.
total releases 2most recent commit a year ago
Advertorch ⭐ 1,271
A Toolbox for Adversarial Robustness Research
dependent packages 2total releases 10most recent commit 7 months agopypi advertorch} Downloads
Deeprobust ⭐ 904
A pytorch adversarial library for attack and defense methods on images and graphs
dependent packages 1total releases 13most recent commit 5 months agopypi deeprobust} Downloads
Artificial Adversary ⭐ 317
🗣️ Tool to generate adversarial text examples and test machine learning models against them
dependent packages 1total releases 3most recent commit 6 years agopypi Adversary} Downloads
Awesome Graph Attack Papers ⭐ 315
Adversarial attacks and defenses on Graph Neural Networks.
most recent commit 10 months ago
Aijack ⭐ 283
Security and Privacy Risk Simulator for Machine Learning
most recent commit 3 months ago
Awesome Adversarial Examples Dl ⭐ 202
A curated list of awesome resources for adversarial examples in deep learning
most recent commit 3 years ago
Mlsec ⭐ 168
PhD/MSc course on Machine Learning Security (Univ. Cagliari)
most recent commit 4 months ago
Attack And Defense Methods ⭐ 152
A curated list of papers on adversarial machine learning (adversarial examples and defense methods).
most recent commit 2 years ago
Adversarial Library ⭐ 123
Library containing PyTorch implementations of various adversarial attacks and resources
most recent commit 4 months ago
Fast_adversarial ⭐ 118
Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"
most recent commit 3 years ago
Detecting Adversarial Samples ⭐ 70
Code for "Detecting Adversarial Samples from Artifacts" (Feinman et al., 2017)
most recent commit 6 years ago
Denoised Smoothing ⭐ 69
Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs
most recent commit 3 years ago
Mlattacks ⭐ 38
Machine Learning Attack Series
most recent commit a year ago
Adversarial Vision Challenge ⭐ 36
NIPS Adversarial Vision Challenge
total releases 18most recent commit 6 years ago
Rs4a ⭐ 35
Randomized Smoothing of All Shapes and Sizes (ICML 2020).
most recent commit 4 years ago
Fame ⭐ 31
Framework for Adversarial Malware Evaluation.
total releases 6most recent commit 9 months ago
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
most recent commit 6 years ago
Avc_nips_2018 ⭐ 19
Code to reproduce the attacks and defenses for the entries "JeromeR" in the NIPS 2018 Adversarial Vision Challenge
most recent commit 5 years ago
The 7 Most Depended On Machine Learning Adversarial Examples Open Source Projects
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37latest release July 07, 2022most recent commit a year agopypi nlpaug} Downloads
Foolbox ⭐ 2,600
A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
dependent packages 5total releases 70latest release April 02, 2022most recent commit 3 months agopypi foolbox} Downloads
Advertorch ⭐ 1,271
A Toolbox for Adversarial Robustness Research
dependent packages 2total releases 10latest release June 15, 2020most recent commit 7 months agopypi advertorch} Downloads
Deeprobust ⭐ 904
A pytorch adversarial library for attack and defense methods on images and graphs
dependent packages 1total releases 13latest release November 13, 2023most recent commit 5 months agopypi deeprobust} Downloads
Artificial Adversary ⭐ 317
🗣️ Tool to generate adversarial text examples and test machine learning models against them
dependent packages 1total releases 3latest release August 29, 2018most recent commit 6 years agopypi Adversary} Downloads
The 10 Latest Releases In Machine Learning Adversarial Examples Open Source Projects
Deeprobust ⭐ 904
A pytorch adversarial library for attack and defense methods on images and graphs
dependent packages 1total releases 13latest release November 13, 2023most recent commit 5 months agopypi deeprobust} Downloads
Fame ⭐ 31
Framework for Adversarial Malware Evaluation.
total releases 6latest release March 04, 2023most recent commit 9 months ago
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37latest release July 07, 2022most recent commit a year agopypi nlpaug} Downloads
Foolbox ⭐ 2,600
A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
dependent packages 5total releases 70latest release April 02, 2022most recent commit 3 months agopypi foolbox} Downloads
Advertorch ⭐ 1,271
A Toolbox for Adversarial Robustness Research
dependent packages 2total releases 10latest release June 15, 2020most recent commit 7 months agopypi advertorch} Downloads
Adversarial Vision Challenge ⭐ 36
NIPS Adversarial Vision Challenge
total releases 18latest release September 17, 2018most recent commit 6 years ago
Artificial Adversary ⭐ 317
🗣️ Tool to generate adversarial text examples and test machine learning models against them
dependent packages 1total releases 3latest release August 29, 2018most recent commit 6 years agopypi Adversary} Downloads
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