Single-Class Unlearning on Office 31 A -> D benchmark leaderboard · SOTA2 Research

Single-Class Unlearning on Office 31 A -> D

79.1Retained Performance (A->D)Finetune

Evaluation Results

Method	Links
Finetune2026.04		79.1	88.2	42
Retrain2026.04		79	0	79
Original (SF(DA)²)2026.04		78.7	91.9	41
Ours2026.04		77.9	0	78
ZSMU2026.04		77.6	87.8	41
Lipschitz2026.04		77.4	42.3	55
PADA2026.04		77.2	92.3	40
SHOT2026.04		77	54.9	50
Nabla Tau2026.04		69.2	0	69
Unlearned(+)2026.04		59.5	100	30
UNSIR2026.04		40.5	0	41