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ResearchFormerly WizWand

Single-Class Unlearning on Office 31 D -> A

79Retained Accuracy (D->A)Unlearned(+)

Evaluation results

Method	Links
Unlearned(+)2026.04		79	90.9	0.41
Retrain2026.04		63.9	0	0.64
Ours2026.04		62.8	0	0.63
Original (SF(DA)²)2026.04		61.1	100	0.31
PADA2026.04		61.1	100	0.31
UNSIR2026.04		60.4	66.6	0.37
SHOT2026.04		60	1.6	0.59
Finetune2026.04		59.6	100	0.3
ZSMU2026.04		59.6	100	0.3
Nabla Tau2026.04		58.9	74.6	0.34
Lipschitz2026.04		53.7	66.7	0.33