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Concept Erasure on CIFAR-10 (test)

91.33Class Accuracy: airplane

UCE

Updated 4d ago

Evaluation Results

Method	Links
UCE 2025.12		91.33	98	92.67	96.67	98	98.67	93.33	97.33	90	96	95.2
Receler 2025.12		84	87.33	82	68	66.67	82.67	84	84.67	77.33	73.33	79
ESD 2025.12		71.33	81.33	56	48.67	34	58	81.33	58	54.67	30	57.33
Receler 2025.12		70	66.67	33.33	33.33	46	48	71.33	40.67	56.67	78	54.5
ESD 2025.12		60.67	83.33	37.33	33.33	32	46	80	43.33	58.67	56.67	53.13
UCE 2025.12		54	70	32.67	60.67	54.67	41.33	75.33	43.33	34.67	92	58.87
ESD 2025.12		51.33	73.33	24.67	34.67	16	40	62	29.33	39.33	36	40.67
ESD 2025.12		46.67	74	16.67	32	35.33	34	57.33	27.33	32.67	38.67	39.47
Receler 2025.12		43.33	73.33	36.67	40	26	50	56.67	43.33	27.33	51.33	44.8
UCE 2025.12		40.67	74	11.33	28	30	30	50	25.33	24.67	33.33	34.73
UCE 2025.12		37.33	84	46	68.67	47.33	70.67	65.33	44	56	28	54.73
Receler 2025.12		36.67	60	23.33	26.67	30	32	57.33	30	32	32.67	36.07
ESD 2025.12		34	68.67	16	25.33	25.33	28	49.33	25.33	28.67	20	32.07
UCE 2025.12		31.33	74	20.67	8	15.33	21.33	63.33	30	37.33	68	36.93
ESD 2025.12		30.67	68.67	24.67	28	24.67	24	55.33	42.67	36.67	24.67	35.74
Receler 2025.12		28.67	69.33	12	17.33	23.33	12	50.67	23.33	24.67	26	28
UCE 2025.12		26	63.33	11.33	14.67	12.67	23.33	44	18.67	24	19.33	25.73
Receler 2025.12		24	62.67	39.33	43.33	27.33	43.33	44	40	42	13.33	37.93
ESD 2025.12		23.33	62	20	30	11.33	32	43.33	23.33	39.33	5.33	29
ESD 2025.12		20.67	51.33	14	20	14	18	36.67	22	30.67	6.67	23.4
UCE 2025.12		16.67	45.33	23.33	40	21.33	26	51.33	35.33	31.33	34	33.4
Receler 2025.12		16	52	20	20	12.67	30.67	37.33	30.67	26.67	13.33	25.93
Receler 2025.12		14.67	60	7.33	12.67	11.33	5.33	53.33	21.33	24	12	21.07
UCE 2025.12		13.33	65.33	12.67	7.33	8	13.33	50	28.67	32	29.33	26