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ResearchFormerly WizWand

Membership Inference Attack on CIFAR-10 10% random removal 1.0 (MIA)

11.63EfficacyCU
0.17963.15236.1259.0977Sep 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
CUBackbone=ResNet-18, Comp. Cost (PFLOPs)=3.362025.0911.630.610.61
SalUnBackbone=ResNet-18, Comp. Cost (PFLOPs)=8.662025.0911.150.130.59
RetrainBackbone=ResNet-18, Comp. Cost (PFLOPs)=27.372025.0911.0200
ℓ1-sparseBackbone=ResNet-18, Comp. Cost (PFLOPs)=6.922025.0910.970.050.38
CoUnBackbone=ResNet-18, Comp. Cost (PFLOPs)=8.022025.0910.810.210.25
NoTBackbone=ResNet-18, Comp. Cost (PFLOPs)=7.522025.0910.450.570.3
BadTBackbone=ResNet-18, Comp. Cost (PFLOPs)=9.892025.0910.10.921.58
SCRUBBackbone=ResNet-18, Comp. Cost (PFLOPs)=8.932025.099.531.490.62
FTBackbone=ResNet-18, Comp. Cost (PFLOPs)=6.322025.099.511.510.65
NegGrad+Backbone=ResNet-18, Comp. Cost (PFLOPs)=6.022025.099.091.930.58
SSDBackbone=ResNet-18, Comp. Cost (PFLOPs)=0.062025.090.6210.43.83