Class-wise Unlearning on CIFAR-10 Unlearn 1 Class v1 (10% unlearned) benchmark leaderboard · SOTA2 Research

Class-wise Unlearning on CIFAR-10 Unlearn 1 Class v1 (10% unlearned)

55.93PG HIU

Evaluation Results

Method	Links
IU2026.03		55.93	3.51	0	100	54.13	45.87	50.7	44.06	17.7
GA2026.03		18.48	0.99	5.8	94.2	5.64	94.36	6.42	88.34	8.9
MUNBa2026.03		16.92	0.5	8.47	91.53	0.22	99.78	0.55	94.21	369.1
BE2026.03		15.43	0.71	23.01	76.99	1.81	98.19	2.68	92.08	15.1
BS2026.03		15.28	0.71	23.1	76.9	1.74	98.26	2.59	92.17	28.1
FT2026.03		13.11	0.48	66.25	33.75	0.15	99.85	0.32	94.44	148.7
ℓ1-sparse2026.03		13.03	0.46	60.26	39.74	0.22	99.78	0.55	94.21	148.8
SalUn2026.03		9.76	0.32	0.9	99.1	0.06	99.94	0.14	94.9	137.8
SPM (Deletion)2026.03		8.62	0.27	0	100	0	99.98	0.52	94.9	1
Deletion2026.03		8.1	0.55	0	100	0.44	99.56	1.77	94.99	1
Retrain2026.03		0	0	0	100	0	100	0	94.76	2,317.6
Retrain2026.03		0	0	0	100	0	100	0	93.22	2,317.6
Retrain2026.03		0	0	0	100	0	99.98	0	94.38	3,288.9