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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 3 months ago
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 8 months ago
Privacy Testing for Deep Learning
Created
2020-05-22
190 commits to master branch, last one about a year ago
Python package for measuring memorization in LLMs.
Created
2023-08-31
224 commits to main branch, last one 29 days ago
[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...
Created
2023-10-12
49 commits to master branch, last one about a month ago
[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
Created
2023-02-03
105 commits to public branch, last one 9 months ago