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Single-class Unlearning on CIFAR-10 (test)

98.52Accuracy (Retain)

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Updated 1mo ago

Evaluation Results

Method	Links
Delete 2026.06		98.52	0	-	-	-	-	-	-	-	0
Bad Teacher 2026.06		98.24	32.4	-	-	-	-	-	-	-	0
SalUn 2026.06		98.19	8.2	-	-	-	-	-	-	-	0
Boundary Expand 2026.06		97.78	0.4	-	-	-	-	-	-	-	0
Finetune 2026.06		97.13	0.3	-	-	-	-	-	-	-	25.2
Original Model 2026.06		97.11	98.63	-	-	-	-	-	-	-	96.3
TrustErase 2026.06		96.82	0	-	-	-	-	-	-	-	22
Random Labels 2026.06		96.66	5	-	-	-	-	-	-	-	0
Amnesiac 2026.06		96.51	0	-	-	-	-	-	-	-	0.9
Retrain 2026.06		96.5	0	-	-	-	-	-	-	-	14
Boundary Shrink 2026.06		95.7	41.8	-	-	-	-	-	-	-	4.8
Original 2026.04		94.05	-	-	-	-	-	94.23	10.87	-	-
GPPU 2026.04		93.52	-	-	-	-	-	0.12	96.6	0.3	57.9
Original 2026.04		93.31	-	-	-	-	-	93.52	12.12	-	-
PBU 2026.04		92.09	-	-	-	-	-	5.68	93.19	4.6	58.5
GPPU 2026.04		90.92	-	-	-	-	-	0.25	95.47	0.6	58.8
PBU 2026.04		90.28	-	-	-	-	-	6.02	92.41	4.9	59.4
SalUn 2026.04		86.41	-	-	-	-	-	12.41	84.15	12.5	59.2
SalUn 2026.04		85.42	-	-	-	-	-	13.51	83.15	12.1	59.9
NG 2026.04		80.58	-	-	-	-	-	43.47	66.45	34.6	63
NG 2026.04		79.23	-	-	-	-	-	41.12	67.81	36.5	64.8
GA 2026.04		78.41	-	-	-	-	-	27.33	74.12	64.8	63.1
GA 2026.04		77.89	-	-	-	-	-	24.62	76.61	62.3	61.2
FF 2026.04		73.53	-	-	-	-	-	27.36	73.08	21.9	59.8
FF 2026.04		71.89	-	-	-	-	-	26.47	74.24	22.8	60.4
L2UL 2026.06		68.33	0	-	-	-	-	-	-	-	0
BT 2026.04		67.33	-	-	-	-	-	35.74	65.18	40.1	66.3
BT 2026.04		65.4	-	-	-	-	-	36.85	64.26	38.9	65.4
UNSIR 2026.06		22.76	0	-	-	-	-	-	-	-	39.3
Gradient Ascent 2026.06		21.42	0	-	-	-	-	-	-	-	0