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Machine Unlearning on CIFAR-10 1 class

94.74Retain Accuracy

Retain-only Retrain

Updated 8d ago

Evaluation Results

Method	Links
Retain-only Retrain 2026.04		94.74	0
Retain-only Retrain 2026.04		94.74	0
Salun with CMF 2026.04		94.33	78.07
Salun with CMF 2026.04		94.32	79.5
Random-label with CMF 2026.04		94.27	80.7
Salun with CMF 2026.04		94.26	84.68
Retain-only FT 2026.04		94.26	47.67
Random-label with CMF 2026.04		94.25	82.04
Random-label with CMF 2026.04		94.19	85.71
Original 2026.04		94.02	94.02
Original 2026.04		94.02	94.02
Original 2026.04		94	93.99
Original 2026.04		94	93.99
Original 2026.04		93.98	93.98
Original 2026.04		93.98	93.98
Retain-only FT 2026.04		93.94	89.71
Retain-only FT 2026.04		93.7	89.63
Retain-only Retrain 2026.04		93.31	47.06
Retain-only Retrain 2026.04		93.31	47.06
SalUn 2026.04		93.19	0
SalUn 2026.04		93.05	92.57
Random-label 2026.04		92.93	0
NegGrad+ 2026.04		92.85	0
Random-label 2026.04		92.65	92.49
Scrub with CMF 2026.04		92.51	33.78
Scrub with CMF 2026.04		92.48	60.68
Scrub with CMF 2026.04		92.48	35.53
NegGrad+ with CMF 2026.04		92.35	68.02
Random-label 2026.04		92.25	80.25
NegGrad+ 2026.04		92.14	67.09
SVD 2026.04		92.02	0
NegGrad+ with CMF 2026.04		91.99	57.83
NegGrad+ with CMF 2026.04		91.87	54.5
UNSIR with CMF 2026.04		91.87	9.29
UNSIR 2026.04		91.84	0.48
UNSIR with CMF 2026.04		91.79	12.91
SCRUB 2026.04		91.71	74.79
UNSIR with CMF 2026.04		91.63	31.16
SCRUB 2026.04		91.37	0
NegGrad+ 2026.04		91.33	52
SalUn 2026.04		91.31	93.7
Retain-only Retrain 2026.04		90.49	77.35
Retain-only Retrain 2026.04		90.49	77.35
SVD 2026.04		90.44	61.8
SVD 2026.04		90.11	34.54
SCRUB 2026.04		89.96	55.3
UNSIR 2026.04		89.73	62.72
UNSIR 2026.04		89.71	85.29