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ResearchFormerly WizWand

Machine Unlearning on CIFAR-100 1 class forget (Retain)

76.01AccuracyRetain-only Retrain
71.652472.783773.91575.0463Apr 9, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Retain-only RetrainEvaluation Protocol=Output2026.0476.01
Salun with CMFEvaluation Protocol=Linear Probe2026.0474.79
Salun with CMFEvaluation Protocol=NCC2026.0474.78
Random-label with CMFEvaluation Protocol=Linear Probe2026.0474.63
Salun with CMFEvaluation Protocol=Output2026.0474.62
OriginalEvaluation Protocol=Output2026.0474.61
OriginalEvaluation Protocol=Linear Probe2026.0474.53
Random-label with CMFEvaluation Protocol=NCC2026.0474.49
OriginalEvaluation Protocol=NCC2026.0474.4
Random-label with CMFEvaluation Protocol=Output2026.0474.38
Retain-only RetrainEvaluation Protocol=Linear Probe2026.0474.09
Scrub with CMFEvaluation Protocol=Linear Probe2026.0474.03
Retain-only RetrainEvaluation Protocol=NCC2026.0473.9
Scrub with CMFEvaluation Protocol=NCC2026.0473.87
Scrub with CMFEvaluation Protocol=Output2026.0473.86
UNSIR with CMFEvaluation Protocol=Linear Probe2026.0472.91
NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.0472.86
UNSIR with CMFEvaluation Protocol=Output2026.0472.72
UNSIR with CMFEvaluation Protocol=NCC2026.0472.67
NegGrad+ with CMFEvaluation Protocol=NCC2026.0472.36
NegGrad+ with CMFEvaluation Protocol=Output2026.0471.82