Machine Unlearning on CIFAR-100 1 class benchmark leaderboard · SOTA2 Research

Machine Unlearning on CIFAR-100 1 class

76.01Retain AccuracyRetain-only Retrain

Evaluation Results

Method	Links
Retain-only Retrain2026.04		76.01	0
Retain-only Retrain2026.04		76.01	0
Salun with CMF2026.04		74.79	59.4
Salun with CMF2026.04		74.78	63.6
Random-label with CMF2026.04		74.63	59.2
Salun with CMF2026.04		74.62	60.4
Original2026.04		74.61	74.4
Original2026.04		74.61	74.4
Original2026.04		74.53	75
Original2026.04		74.53	75
Random-label with CMF2026.04		74.49	59.2
Original2026.04		74.4	75
Original2026.04		74.4	75
Random-label with CMF2026.04		74.38	55.6
Retain-only Retrain2026.04		74.09	85.2
Retain-only Retrain2026.04		74.09	85.2
Retain-only FT2026.04		74.08	53.2
Retain-only FT2026.04		74.04	73.2
Scrub with CMF2026.04		74.03	55.6
Retain-only Retrain2026.04		73.9	70.4
Retain-only Retrain2026.04		73.9	70.4
Retain-only FT2026.04		73.89	73.8
Scrub with CMF2026.04		73.87	47
Scrub with CMF2026.04		73.86	40.6
UNSIR2026.04		73.77	3.8
SCRUB2026.04		73.69	72.4
SCRUB2026.04		73.67	0.2
SCRUB2026.04		73.51	72.4
UNSIR2026.04		73.4	73.6
SalUn2026.04		73.26	77.8
SVD2026.04		73.14	67
Random-label2026.04		73.08	79
UNSIR2026.04		73.05	71
SalUn2026.04		72.96	0
UNSIR with CMF2026.04		72.91	35.2
NegGrad+ with CMF2026.04		72.86	55.2
UNSIR with CMF2026.04		72.72	21
UNSIR with CMF2026.04		72.67	20.2
SalUn2026.04		72.65	85.6
NegGrad+2026.04		72.55	67.2
Random-label2026.04		72.38	87.2
NegGrad+ with CMF2026.04		72.36	51.2
Random-label2026.04		72.33	0
NegGrad+ with CMF2026.04		71.82	41
SVD2026.04		71.81	64.8
NegGrad+2026.04		71.58	41.4
SVD2026.04		71.09	0
NegGrad+2026.04		69.9	0