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Machine Unlearning on CIFAR-10 Random Forget 10% (train)

100Retain Accuracy

Retrain

Updated 21d ago

Evaluation Results

Method	Links
Retrain 2025.12		100	94.49	94.33	12.53	0	-	-
RL 2025.12		100	100	94.45	3.06	3.77	-	-
BS 2025.12		100	100	94.48	1.11	4.27	-	-
SalUn 2025.12		100	100	94.47	2.39	3.95	-	-
GD+Sine 2025.09		99.98	-	98.59	3.08	0.1	98.71	-
RT 2025.05		99.98	10.54	89.59	18.41	0	-	105.7
GA 2025.05		99.97	0.06	90.89	0.98	7.31	-	0.38
RT 2025.05		99.96	10	89.81	15.14	0	-	17.97
Retrain 2025.09		99.94	-	98.85	2.94	0	99.12	-
FT 2025.05		99.94	0.25	90.31	1.31	6.03	-	1.84
GD+Tanh 2025.09		99.93	-	98.4	3.25	0.25	98.55	-
FT 2025.05		99.93	0.42	90.99	3.71	6.57	-	5.31
GA 2025.05		99.93	0.24	87.67	4.2	5.72	-	0.17
RL 2025.05		99.9	14.98	88.53	57.5	12.17	-	7.38
LetheViT 2025.09		99.88	-	98.48	3.21	0.34	98.62	-
SalUn 2025.09		99.82	-	98.31	3.61	0.54	98.45	-
NOVO 2025.09		99.78	-	98.25	3.47	0.59	98.38	-
NegGrad+ 2025.05		99.77	2.63	89.88	4.57	4.55	-	2.52
FT 2025.09		99.71	-	98.02	4.15	0.83	98.24	-
RL 2025.05		99.69	4.14	90.16	21.93	2.7	-	6.21
GD+LoRA 2025.09		99.62	-	97.91	6.24	1.55	97.82	-
MCUβ 2025.05		99.58	9.99	88.31	14.55	0.62	-	5.88
Fast-NTK 2025.09		99.45	-	97.72	5.28	1.22	97.89	-
SalUn 2025.05		99.34	11.3	89.66	22.5	2.36	-	5.96
MCU 2025.05		99.14	9.71	88.22	14.73	0.77	-	5.89
NegTV 2025.05		99.08	2.36	88.53	4.14	6.1	-	0.7
MCU 2025.05		98.97	9.52	89	16.33	1.18	-	6.8
GA 2025.09		98.85	-	96.48	8.72	2.37	96.31	-
MCUβ 2025.05		98.69	10.29	89.11	16.45	1	-	6.82
NegGrad+ 2025.05		98.63	7.03	89.26	11.71	2.97	-	2.96
NegTV 2025.05		98.06	4.58	85	5.23	5.51	-	0.32
SalUn 2025.05		97.87	6.67	90.54	35.45	5.99	-	6.38
Amun+Salun 2025.12		97.71	94.19	91.79	11.66	1.51	-	-
Amun 2025.12		97.47	94.28	91.67	11.61	1.61	-	-
SFRon 2025.05		92.86	14.07	85.74	14.32	4.65	-	2.04
SFRon 2025.05		88.46	20.48	84.09	26.28	9.71	-	6.23
GA 2025.12		5.07	4.77	5.09	32.63	76.58	-	-