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GitHub topics: poisoning-attacks

pralab/secml

A Python library for Secure and Explainable Machine Learning

Language: Jupyter Notebook - Size: 67.3 MB - Last synced at: 12 days ago - Pushed at: 3 months ago - Stars: 185 - Forks: 26

reds-lab/Narcissus

The official implementation of the CCS'23 paper, Narcissus clean-label backdoor attack -- only takes THREE images to poison a face recognition dataset in a clean-label way and achieves a 99.89% attack success rate.

Language: Python - Size: 143 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 118 - Forks: 14

Koukyosyumei/AIJack

Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

Language: C++ - Size: 152 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 391 - Forks: 64

unica-mlsec/mlsec

PhD/MSc course on Machine Learning Security (Univ. Cagliari)

Language: Jupyter Notebook - Size: 155 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 210 - Forks: 24

antibooter/eth-address-poisoning

PoisonF is a powerful tool designed to automate ethereum address poisoning attacks for blockchain security research and simulation purposes. It supports multiple networks and helps red-teamers test user interface vulnerabilities in transaction history views on major wallets and explorers.

Language: Python - Size: 17.6 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

EchoEth/eth-address-poisoning-tool

A complex and complete ethereum address poisoning tool

Size: 8.79 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

jinhoishere/backdoor-attack-and-defense

Backdoor attack and the corresponding defense by activation clustering in Trustworthy Machine Learning

Language: Jupyter Notebook - Size: 1.71 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

TrustAIRLab/proactive_unsafe_generation

[Usenix Security 2025] On the Proactive Generation of Unsafe Images From Text-To-Image Models Using Benign Prompts

Language: Python - Size: 171 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

dahmansphi/attackai

Test tool to simulate two types of poisoning attack on AI model

Language: Python - Size: 55.8 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

dahmansphi/protectai

Test tool to simulate defense from poisoning attack on AI model

Language: Python - Size: 1010 KB - Last synced at: 18 days ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

jiep/adversarial-machine-learning

Taller de Adversarial Machine Learning

Language: Jupyter Notebook - Size: 23.1 MB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 0

rezafotohi/FedAnilPlusPlus

FedAnil++ is a Privacy-Preserving and Communication-Efficient Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil++ written in Python.

Language: Python - Size: 10.9 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 4 - Forks: 0

xaviermonin/ControlTower

Hack tool for local network: Man in the middle, hosts scan, ARP poisoning, Router and DNS Poisoning

Language: C# - Size: 103 KB - Last synced at: 7 months ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 0

GadigeSrinivas/Identification-of-poisonous-and-non-poisonous-plants

This project uses Python and machine learning to classify plant species as poisonous or non-poisonous. It aims to provide an efficient way to identify safe and harmful plants, useful for botanists, hikers, and the agricultural sector.

Language: Python - Size: 6.13 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

rezafotohi/FedAnilPlus

FedAnil+ is a novel lightweight, and secure Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil+ written in Python.

Language: Python - Size: 10.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

awesome-recsys-poisoning/awesome-recsys-poisoning.github.io

Official Website of https://github.com/tamlhp/awesome-recsys-poisoning

Language: HTML - Size: 608 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

junwu6/I2Attack

Indirect Invisible Poisoning Attacks on Domain Adaptation

Language: Python - Size: 71.3 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 2 - Forks: 0

rezafotohi/FedAnil

FedAnil is a secure blockchain-enabled Federated Deep Learning Model to address non-IID data and privacy concerns. This repo hosts a simulation for FedAnil written in Python.

Language: Python - Size: 22.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

MadryLab/rethinking-backdoor-attacks

Language: Python - Size: 5.86 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 15 - Forks: 0

USTCLLM/TrialAttack

Tensorflow implementation of TrialAttack (Triple Adversarial Learning for Influence based Poisoning Attack in Recommender Systems. KDD 2021)

Language: Python - Size: 6.57 MB - Last synced at: 9 months ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 1

GillHuang-Xtler/flPapers

Paper collection of federated learning. Conferences and Journals Collection for Federated Learning from 2019 to 2021, Accepted Papers, Hot topics and good research groups. Paper summary

Size: 245 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 84 - Forks: 24

theaqueen21/CI-CD-Pipeline-Poisoning

Continuous Integration And Continuous Delivery Poisoning Guides

Size: 9.77 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

SESARLab/ensemble-random-forest-robustness-against-poisoning

Marco Anisetti, Claudio A. Ardagna, Alessandro Balestrucci, Nicola Bena, Ernesto Damiani, Chan Yeob Yeun. On the Robustness of Random Forest Against Data Poisoning: An Ensemble-Based Approach

Size: 988 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Daftstone/APT

Tensorflow implementation of APT (Fight Fire with Fire: Towards Robust Recommender Systems via Adversarial Poisoning Training. SIGIR 2021)

Language: Python - Size: 14.3 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 5 - Forks: 0

Daftstone/TrialAttack

Tensorflow implementation of TrialAttack (Triple Adversarial Learning for Influence based Poisoning Attack in Recommender Systems. KDD 2021)

Language: Python - Size: 8.14 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 8 - Forks: 0

USTCLLM/APT

Tensorflow implementation of TrialAttack (Triple Adversarial Learning for Influence based Poisoning Attack in Recommender Systems. KDD 2021)

Language: Python - Size: 11.9 MB - Last synced at: 9 months ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

Related Keywords
poisoning-attacks 26 adversarial-attacks 9 federated-learning 5 recommender-system 5 homomorphic-encryption 4 security 4 machine-learning 4 adversarial-machine-learning 4 neural-network 3 blockchain 3 poisoning-attack 3 adversarial-examples 3 inference-attacks 3 intelligent-enterprises 3 non-iid-data 3 accuracy 3 privacy-preserving 3 backdoor-attacks 3 artificial-intelligence 3 privacy-preserving-machine-learning 3 eth-poisoning 2 ethereum 2 python 2 evasion-attacks 2 cybersecurity 2 machinelearning 2 inversion-attacks 1 arp-poisoning 1 communication-efficient 1 dns 1 differential-privacy 1 hack 1 mitm 1 random-forest 1 poisoning 1 ml 1 datasets 1 gitleaks 1 cicd-pipeline 1 shapley-values 1 paper 1 data-attribution 1 image-classification 1 domain-adaptation 1 sortable 1 recommendation-system 1 recommendation-engine 1 recommendation 1 communication-efficiency 1 scikit-learn 1 plants 1 detection 1 scanner 1 router 1 deep-learning 1 dbms 1 deep- 1 ai-security 1 tensorflow 1 sparse-data 1 secml 1 pytorch 1 python-library 1 neural-networks 1 matplotlib 1 interpretability 1 foolbox 1 explainable-machine-learning 1 cleverhans 1 attack-algorithms 1 algorithms 1 extraction-attacks 1 counterfit 1 adversarial-robustness-toolbox 1 unsafe-image 1 text-to-image-generation 1 trustworthy-machine-learning 1 trustworthy-ai 1 poisoning-defenses 1 backdoor-defenses 1 adversarial-defenses 1 wallet-poisoning 1 privacy 1 paillier-cryptosystem 1 paillier 1 model-inversion-attacks 1 membership-inference 1 k-anonymity 1 evasion-attack 1