ResearchBenchmarksSingle-Class Unlearning on Office 31 A -> WFollow82Accuracy (Target Domain)Retrain75.2476.99578.7580.505Apr 9, 2026Evaluation ResultsMethodMethodLinksAccuracy (Target Domain)Accuracy (Forgetting Metric)ScoreRetrain2026.0482082Nabla Tau2026.0481.836.562SHOT2026.0481.86.477ZSMU2026.0481.610041PADA2026.0481.410041Original (SF(DA)²)2026.0481.210041Finetune2026.0481.210041Ours2026.0481.2081Lipschitz2026.047915.970Unlearned(+)2026.047710039UNSIR2026.0475.5076