AdNauseam: Fight back against advertising surveillance
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Aug 5, 2026 - JavaScript
adversarial-examples - 技术专题
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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
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Dec 12, 2025 - Python
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
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Aug 12, 2026 - Python
A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
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Dec 3, 2025 - Python
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.
security machine-learning deep-learning paddlepaddle adversarial-example adversarial-examples onnx fgsm adversarial-attacks deepfool graphpipe
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Feb 15, 2023 - Jupyter Notebook
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
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Sep 14, 2023 - Jupyter Notebook
A pytorch adversarial library for attack and defense methods on images and graphs
machine-learning deep-neural-networks deep-learning defense graph-mining graph-convolutional-networks adversarial-examples adversarial-attacks graph-neural-networks
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Jun 26, 2025 - Python
Raising the Cost of Malicious AI-Powered Image Editing
computer-vision deep-learning robustness adversarial-examples adversarial-attacks deepfakes stable-diffusion
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Feb 27, 2023 - Jupyter Notebook
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
security machine-learning privacy deep-learning dbms 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
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May 30, 2026 - C++
🗣️ Tool to generate adversarial text examples and test machine learning models against them
python spam data-science machine-learning text-mining data-mining text-classification metrics text text-analysis python3 classification text-processing python2 spam-filtering spam-detection spam-classification adversarial-examples black-box-attacks black-box-benchmarking
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Jan 7, 2022 - Python
Implementation of Papers on Adversarial Examples
deep-learning pytorch adversarial-networks generative-adversarial-networks adversarial-learning adversarial-examples fgsm adversarial-attacks adversarial-images perturbations adversarial-perturbations semantic-adversarial-examples
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Apr 24, 2023 - Python
Adversarial attacks and defenses on Graph Neural Networks.
machine-learning awesome deep-learning graph awesome-list defense robustness literature-review adversarial-examples adversarial-attacks graph-neural-networks
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Feb 22, 2024
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, 2024, 2025)
neural-networks formal-verification robustness adversarial-examples adversarial-robustness robustness-verification neural-network-verification
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Jun 16, 2026 - Python
A list of recent papers about adversarial learning
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Aug 7, 2026
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
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Jul 17, 2026 - Python
💡 Adversarial attacks on explanations and how to defend them
security model evaluation deep adversarial defense attacks interpretability robustness adversarial-machine-learning adversarial-examples counterfactual adversarial-attacks explainable-ai xai interpretable interpretable-machine-learning iml explainability responsible-ai
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Nov 30, 2024
A curated list of awesome resources for adversarial examples in deep learning
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Feb 4, 2021
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (published in ICLR2018)
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Oct 24, 2019 - Python
DEEPSEC: A Uniform Platform for Security Analysis of Deep Learning Model
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May 21, 2019 - Python
PhD/MSc course on Machine Learning Security (Univ. Cagliari)
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Dec 18, 2025 - Jupyter Notebook