ResearchBenchmarksMachine Unlearning Defense on CIFAR10Follow0.753SSIMBaseline0.2696080.3951040.52060.646096Jan 28, 2026Evaluation ResultsMethodMethodLinksSSIMLPIPSAccuracyOutDiffBaseline2026.010.7530.013586.7340Soteria2026.010.75160.018586.4350.007DGP2026.010.64190.028685.4110.0257Outpost2026.010.57460.034186.0120.0164Pruning2026.010.56130.037486.2120.0114Noise2026.010.47360.0988101.7159UnlearnShield2026.010.28820.21886.2380.0176