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ResearchFormerly WizWand

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

49.33Mean Attack Success RateRetrain
48.27455.40262.5369.658Nov 4, 2024
Updated 7mo ago

Evaluation results

MethodLinks
RetrainBackbone=ResNet-182024.1149.331.67
AdaProbBackbone=ResNet-182024.11511.05
SCRUBBackbone=ALL-CNN2024.11520
SCRUB+RBackbone=ALL-CNN2024.11520
SCRUBBackbone=ResNet-182024.1152.21.71
SCRUB+RBackbone=ResNet-182024.1152.21.71
Bad-TBackbone=ResNet-182024.11541.1
AdaProbBackbone=ALL-CNN2024.11540.7
EU-kBackbone=ResNet-182024.1154.22.27
RetrainBackbone=ALL-CNN2024.11554
Bad-TBackbone=ALL-CNN2024.1163.41.2
OriginalBackbone=ALL-CNN2024.1166.50.5
EU-kBackbone=ALL-CNN2024.1166.53.5
FinetuneBackbone=ALL-CNN2024.11681
CF-kBackbone=ALL-CNN2024.11692
NegGrad+Backbone=ResNet-182024.1169.571.19
OriginalBackbone=ResNet-182024.1171.10.67
NegGrad+Backbone=ALL-CNN2024.11720
FinetuneBackbone=ResNet-182024.1175.570.69
CF-kBackbone=ResNet-182024.1175.730.34