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ResearchFormerly WizWand

Machine Unlearning on CIFAR-100 10 classes forget (Retain set)

76.5AccuracyRetain-only Retrain
69.053670.986872.9274.8532Apr 9, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Retain-only RetrainEvaluation Protocol=Output2026.0476.5
Salun with CMFEvaluation Protocol=Linear Probe2026.0475.18
Salun with CMFEvaluation Protocol=NCC2026.0475.03
Random-label with CMFEvaluation Protocol=Linear Probe2026.0474.98
Salun with CMFEvaluation Protocol=Output2026.0474.98
Random-label with CMFEvaluation Protocol=Output2026.0474.85
Random-label with CMFEvaluation Protocol=NCC2026.0474.82
OriginalEvaluation Protocol=Output2026.0474.47
OriginalEvaluation Protocol=Linear Probe2026.0474.38
OriginalEvaluation Protocol=NCC2026.0474.28
Scrub with CMFEvaluation Protocol=Output2026.0474.27
Scrub with CMFEvaluation Protocol=Linear Probe2026.0474.18
Scrub with CMFEvaluation Protocol=NCC2026.0474.12
UNSIR with CMFEvaluation Protocol=Output2026.0472.61
UNSIR with CMFEvaluation Protocol=Linear Probe2026.0472.51
UNSIR with CMFEvaluation Protocol=NCC2026.0472.48
NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.0472.35
NegGrad+ with CMFEvaluation Protocol=NCC2026.0471.75
NegGrad+ with CMFEvaluation Protocol=Output2026.0471.45
Retain-only RetrainEvaluation Protocol=NCC2026.0470.98
Retain-only RetrainEvaluation Protocol=Linear Probe2026.0469.34