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ResearchFormerly WizWand

Single-class Unlearning on CIFAR-100 (test)

87.59Acc_ftOriginal Model
-3.503620.145743.79567.4443Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Original ModelBackbone=ViT-Small, Rank=322026.0687.59——90.44—81.6
FinetuneBackbone=ViT-Small, Rank=322026.0641——86.1—72.8
RetrainBackbone=ViT-Small, Rank=322026.060——85.86—30.8
Random LabelsBackbone=ViT-Small, Rank=322026.060——79.95—0
Gradient AscentBackbone=ViT-Small, Rank=322026.060——53.95—0
DeleteBackbone=ViT-Small, Rank=322026.060——82.88—0.6
Bad TeacherBackbone=ViT-Small, Rank=322026.060——82.99—0.2
Boundary ExpandBackbone=ViT-Small, Rank=322026.060——82.42—99.4
Boundary ShrinkBackbone=ViT-Small, Rank=322026.060——82.43—3.8
SalUnBackbone=ViT-Small, Rank=322026.060——83.01—1
L2ULBackbone=ViT-Small, Rank=322026.060——45.37—0
UNSIRBackbone=ViT-Small, Rank=322026.060——64.77—26.6
AmnesiacBackbone=ViT-Small, Rank=322026.060——88.07—1
TrustEraseBackbone=ViT-Small, Rank=322026.060——88.35—26