Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)
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Updated
May 20, 2022 - Python
Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)
Code for CVPR22 paper "Deep Unlearning via Randomized Conditionally Independent Hessians"
Official PyTorch Implementation for Continual Learning and Private Unlearning
Unlearning Graph Classifiers with Limited Data Resources (TheWebConf 2023)
Certified (approximate) machine unlearning for simplified graph convolutional networks (SGCs) with theoretical guarantees (ICLR 2023)
General Strategy for Unlearning in Graph Neural Networks
Official implementation of "Graph Unlearning" (ACM CCS 2022)
An Empirical Study of Federated Unlearning: Efficiency and Effectiveness (Accepted Conference Track Papers at ACML 2023)
A federated clustering approach with the corresponding unlearning mechanism (ICLR 2023)
An implementation of the SIGMOD24 paper: Machine Unlearning in Learned DBs: An Experimental Analysis
[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
This repo contains data and code for Task-Aware Machine Unlearning with Application to Load Forecasting.
Code for the paper "DUCK: Distance-based Unlearning via Centroid Kinematics"
A framework for machine unlearning.
"Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu
Breaking the Trilemma of Privacy, Utility, Efficiency via Controllable Machine Unlearning
[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
Machine Unlearning for Random Forests
Continual Forgetting for Pre-trained Vision Models (CVPR 2024)
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