Class Unlearning on CIFAR-10 (Utility and MIA Metrics) benchmark leaderboard · SOTA2 Research

Class Unlearning on CIFAR-10 (Utility and MIA Metrics)

13.98Test ErrorRetrain

Evaluation Results

Method	Links
Retrain2023.02		13.98	—	100	—	0	—	48.73	—
Finetune2023.02		14.53	—	1.31	—	0	—	74.97	—
Retrain2023.02		14.69	0.1	100	0	0	0	49.33	1.67
SCRUB2023.02		14.93	—	100	—	0.09	—	54.3	—
SCRUB+R2023.02		14.93	—	100	—	0.09	—	54.3	—
Finetune2023.02		15.1	0.16	0.33	0.17	0	0	75.57	0.69
CF-k2023.02		15.29	0.02	0.04	0.04	0	0	75.73	0.34
SCRUB2023.02		15.33	0.06	100	0	0.08	0.01	52.2	1.71
SCRUB+R2023.02		15.33	0.06	100	0	0.08	0.01	52.2	1.71
Original2023.02		15.7	—	0	—	0	—	71.4	—
CF-k2023.02		15.72	—	0	—	0	—	72.93	—
EU-k2023.02		15.76	—	100	—	0.24	—	51.6	—
Original2023.02		16.33	0.14	0	0	0	0	71.1	0.67
Bad-T2023.02		16.98	—	81.93	—	5.84	—	58.07	—
NegGrad+2023.02		17.04	—	59.91	—	0.43	—	70.03	—
EU-k2023.02		17.05	0.07	97.48	0.28	0.05	0.01	54.2	2.27
NegGrad+2023.02		17.41	0.09	61	1.14	0.44	0.05	69.57	1.19
Bad-T2023.02		19.56	1.44	11.34	1.82	94.67	6.12	54.33	0.31