ResearchBenchmarksSingle-Class Unlearning on Office 31 D -> WFollow81.9Accuracy ($A_{D_T}^r$)Unlearned(+)67.3471.1274.978.68Apr 9, 2026Evaluation ResultsMethodMethodLinksAccuracy ($A_{D_T}^r$)Accuracy ($A_{D_T}^f$)ScoreUnlearned(+)2026.0481.910041Retrain2026.0478.4078Original (SF(DA)²)2026.0476.410038ZSMU2026.0476.210038Ours2026.0476.2076Finetune2026.047610038PADA2026.0475.810038Nabla Tau2026.0475.3075SHOT2026.0475.11.674Lipschitz2026.0474.533.362UNSIR2026.0467.9068