ResearchBenchmarksSingle-Class Unlearning on Office 31 W -> AFollow80.5Accuracy (Retained)Unlearned(+)64.69268.79672.977.004Apr 9, 2026Evaluation ResultsMethodMethodLinksAccuracy (Retained)Accuracy (Forgotten Class)Performance ScoreUnlearned(+)2026.0480.590.20.42Retrain2026.0467.400.67ZSMU2026.0467.41000.34Original (SF(DA)²)2026.04671000.34Finetune2026.04671000.34Lipschitz2026.046739.70.51PADA2026.04671000.34SHOT2026.04673.20.65Ours2026.046700.67Nabla Tau2026.0466.31000.33UNSIR2026.0465.31000.33