Class-wise Unlearning on CIFAR-10 Unlearn 5 Classes v1 (50% unlearned) benchmark leaderboard · SOTA2 Research

Class-wise Unlearning on CIFAR-10 Unlearn 5 Classes v1 (50% unlearned)

75.71Privacy Guarantee (H)IU

Evaluation Results

Method	Links
IU2026.03		75.71	424.85	0	100	79.97	20.03	76.04	20.02	16.8
BE2026.03		46	2.11	64.21	35.79	0.4	99.6	0.17	95.89	81.6
BS2026.03		44.01	1.95	62.25	38.75	0.4	99.6	0.04	96.02	159.7
GA2026.03		32.62	2.86	0	100	15.51	84.49	14.23	81.77	41.3
MUNBa2026.03		29.38	1.46	0	91.53	0.22	99.78	1.85	94.21	369.1
FT2026.03		26.21	0.72	34.76	65.24	0.06	99.94	0.59	96.65	81.8
ℓ1-sparse2026.03		26.12	0.72	34.94	65.3	0.06	99.94	0.59	96.65	82.8
SalUn2026.03		25.84	0.74	1.98	98.02	0.03	99.97	0.82	96.88	142.9
SPM (Deletion)2026.03		21.2	0.52	0	100	0.01	99.98	1.23	96.96	1
Deletion2026.03		17.81	0.67	0	100	0.13	99.72	0.88	96.95	1
Retrain2026.03		0	0	0	100	0	100	0	96.06	1,284.9
Retrain2026.03		0	0	0	100	0	99.59	0	96.07	1,284.9
Retrain2026.03		0	0	0	100	0	99.99	0	95.73	1,841.6