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ResearchFormerly WizWand

Membership Inference Attack on CIFAR Lacuna Large-scale (Selective Unlearning)

78Mean ScoreSCRUB
47.559255.462163.36571.2679Nov 4, 2024
Updated 7mo ago

Evaluation results

MethodLinks
SCRUBBackbone=ResNet-182024.11782.45
Bad-TBackbone=ALL-CNN2024.1177.674.11
FinetuneBackbone=ALL-CNN2024.1174.971.27
CF-kBackbone=ALL-CNN2024.1172.931.06
OriginalBackbone=ALL-CNN2024.1171.40.7
NegGrad+Backbone=ALL-CNN2024.1170.031.92
NegGrad+Backbone=ResNet-182024.1166.671.7
OriginalBackbone=ResNet-182024.1165.330.47
CF-kBackbone=ResNet-182024.11650
FinetuneBackbone=ResNet-182024.11640.82
Bad-TBackbone=ResNet-182024.1159.674.19
SCRUB+RBackbone=ResNet-182024.1158.671.89
AdaProbBackbone=ResNet-182024.11580.93
SCRUBBackbone=ALL-CNN2024.1154.32.24
SCRUB+RBackbone=ALL-CNN2024.1154.32.24
RetrainBackbone=ResNet-182024.11541.63
EU-kBackbone=ResNet-182024.11533.27
EU-kBackbone=ALL-CNN2024.1151.61.22
AdaProbBackbone=ALL-CNN2024.11500.4
RetrainBackbone=ALL-CNN2024.1148.730.24