Machine Unlearning on MIMIC-CXR (3% forget set) benchmark leaderboard · SOTA2 Research

Machine Unlearning on MIMIC-CXR (3% forget set)

1MIAOriginal

Evaluation Results

Method	Links
Original2025.06		1	0.999	0.965	0.677	0.388
NegGrad+2025.06		1	1	0.983	0.678	0.399
SCRUB2025.06		1	1	0.983	0.679	0.397
CF-k2025.06		1	0.999	0.976	0.686	0.416
EU-k2025.06		1	0.996	0.952	0.669	0.386
Forget-MI2025.06		1	0.534	0.116	0.508	0.154
MultiDelete2025.06		0.806	0.858	0.562	0.622	0.3
Forget-MI2025.06		0.714	0.774	0.384	0.634	0.247
Forget-MI2025.06		0.714	0.646	0.306	0.598	0.245
Forget-MI2025.06		0.571	0.764	0.385	0.631	0.253
Forget-MI2025.06		0.571	0.735	0.393	0.625	0.25
Retrain2025.06		0	0.566	0.31	0.626	0.362