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ResearchFormerly WizWand

Machine Unlearning on PACS Sketch (OOD)

100Original Forgetting RateGA

Evaluation results

Method	Links
GA2026.05		100	0	42.2	66.94	11.9	92.35	52.23
GD2026.05		100	0	92.39	77.2	58.73	65	65.55
RMU2026.05		100	0	100	0	45.44	86.35	55.3
SAUCE2026.05		100	0	68.98	59.58	41.89	37.65	54.8
SLUG2026.05		99.87	6.7	99.74	7.65	98.48	1.45	52.32
SLUG2026.05		99.47	18.49	99.67	14.94	99.54	5.75	56.31
HFRU2026.05		99.47	95.12	100	94.91	98.88	95.37	97.29
Qwen3-VL-4B-Instruct + HFRU2026.05		99.4	94	98.54	94.25	99.34	94.41	96.66
HFRU2026.05		99.01	94.87	99.6	94.12	99.33	94.62	96.93
GD2026.05		98.28	3.81	36.38	80.35	12.3	91.44	53.76
GA2026.05		98.08	3.48	36.84	79.48	12.43	92.01	53.72
SimNPO2026.05		97.82	69.63	93.92	65.54	19.44	99.05	74.23
SimNPO2026.05		97.82	80.68	93.65	90.73	100	0	77.15
Qwen3-VL-4B-Instruct + Stage 22026.05		93.32	95.53	92.2	95.41	99.14	95.12	95.12
HFRU2026.05		78.44	86.8	75.07	86.14	45.97	81.09	76.93
Qwen3-VL-4B-Instruct + Stage 12026.05		78.31	90.36	60.45	90.44	47.86	91.44	76.48
SAUCE2026.05		63.96	92.93	59.52	93.67	71.36	70.13	75.26
UNDIAL2026.05		63.29	64.15	53.11	65.78	2.78	97.68	57.8
NPO2026.05		37.17	94.62	37.24	94.75	19.25	87.05	61.68
Qwen2.5-VL-3B-Instruct2026.05		24.14	86.72	28.97	85.56	12.04	91.73	54.86
NPO2026.05		17.06	94.66	16.7	94.54	13.43	91.35	54.62
RMU2026.05		13.82	91.97	14.02	92.39	30.03	93.46	55.95
Qwen3-VL-4B-Instruct2026.05		12.17	91.97	11.77	92.1	9.13	93.55	77.47
UNDIAL2026.05		11.18	89.62	10.78	89.33	10.05	93.26	50.7