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membership-inference

Here are 8 public repositories matching this topic...

tamlhp / awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

data-privacy gdpr right-to-be-forgotten machine-unlearning continual-learning forgetting data-deletion unlearning membership-inference data-removal model-certification federated-unlearning recommendation-unlearning few-shot-unlearning unlearning-verification feature-injection deep-unlearning llm-unlearning

Updated Sep 18, 2024
Jupyter Notebook

AIJack

Koukyosyumei / AIJack

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

Updated May 10, 2024
C++

PrivacyRaven

trailofbits / PrivacyRaven

Privacy Testing for Deep Learning

python machine-learning privacy deep-learning model-extraction privacy-enhancing-technologies model-inversion privacy-preserving-machine-learning membership-inference

Updated Jul 20, 2023
Python

iamgroot42 / mimir

Python package for measuring memorization in LLMs.

membership-inference llm-privacy

Updated Sep 16, 2024
Jupyter Notebook

OPTML-Group / Unlearn-Saliency

[ICLR24 (Spotlight)] "SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation" by Chongyu Fan*, Jiancheng Liu*, Yihua Zhang, Eric Wong, Dennis Wei, Sijia Liu

generative-model data-privacy diffusion machine-unlearning forgetting diffusion-models data-deletion membership-inference-attack unlearning membership-inference data-removal

Updated Nov 4, 2024
Python

OPTML-Group / Unlearn-Sparse

[NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gaowen Liu, Yang Liu, Pranay Sharma, Sijia Liu

data-privacy machine-unlearning forgetting data-deletion membership-inference-attack unlearning membership-inference data-removal

Updated Mar 12, 2024
Python

Koukyosyumei / Attack_SplitNN

reveal the vulnerabilities of SplitNN

privacy attack notebook paper security-vulnerability leakage model-inversion model-inversion-attacks split-learning membership-inference-attack splitnn membership-inference attack-splitnn

Updated Jun 16, 2022
Python

gongzhimin / Copyright-Protection-Studies-in-Deep-Learning

A repository about literature of copyright protection in deep learning.

deep-learning adversarial-attacks copyright-protection backdoor-attacks membership-inference ownership-verification

Updated Dec 22, 2023

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