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51

728

mit

13

Awesome Machine Unlearning (A Survey of Machine Unlearning)

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

Created 2022-07-07

209 commits to main branch, last one about a month ago

AIJack Koukyosyumei

61

363

apache-2.0

4

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

dbms privacy paillier security k-anonymity deep-learning evasion-attack machine-learning poisoning-attacks federated-learning adversarial-attacks adversarial-examples differential-privacy membership-inference paillier-cryptosystem homomorphic-encryption model-inversion-attacks adversarial-machine-learning

Created 2021-01-16

939 commits to main branch, last one 6 months ago

PrivacyRaven trailofbits

17

188

apache-2.0

32

Privacy Testing for Deep Learning

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

Created 2020-05-22

190 commits to master branch, last one about a year ago

mimir iamgroot42

19

118

mit

3

Python package for measuring memorization in LLMs.

llm-privacy membership-inference

Created 2023-08-31

220 commits to main branch, last one about a month ago

Unlearn-Saliency OPTML-Group

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99

mit

0

[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, Denn...

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

Created 2023-10-12

49 commits to master branch, last one 2 days ago

Unlearn-Sparse OPTML-Group

7

62

mit

2

[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

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

Created 2023-02-03

105 commits to public branch, last one 7 months ago