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ResearchFormerly WizWand

Membership Inference Attack on CINIC-10 (TPR @ 0.1% FPR, Balanced Accuracy)

1.5TPR @ 0.1% FPRLIME
-0.060.3450.751.155Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LIMEDefense=Memguard, Backbone=ResNet-182026.071.572
LIMEDefense=None, Backbone=ResNet-182026.071.474
VarGradDefense=Memguard, Backbone=ResNet-182026.070.972
VarGradDefense=None, Backbone=ResNet-182026.070.8973
GradCAMDefense=None, Backbone=ResNet-182026.070.871
GradCAMDefense=Memguard, Backbone=ResNet-182026.070.870
SmoothGradDefense=Memguard, Backbone=ResNet-182026.070.573
SmoothGradDefense=None, Backbone=ResNet-182026.070.4573
VarGradDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.3550
SHAPDefense=Memguard, Backbone=ResNet-182026.070.3573
LIMEDefense=TIER, Backbone=ResNet-182026.070.3556
SHAPDefense=None, Backbone=ResNet-182026.070.373
GradCAM++Defense=Memguard, Backbone=ResNet-182026.070.372
SHAPDefense=TIER, Backbone=ResNet-182026.070.354
GradCAM++Defense=None, Backbone=ResNet-182026.070.272
SmoothGradDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.1549
IGDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.1550
SHAPDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.1550
IGDefense=None, Backbone=ResNet-182026.070.173
GradCAMDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.150
GradCAM++Defense=DP (ϵ = 100), Backbone=ResNet-182026.070.150
LIMEDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.152
IGDefense=Memguard, Backbone=ResNet-182026.070.0571
SmoothGradDefense=TIER, Backbone=ResNet-182026.070.0555
GradCAM++Defense=TIER, Backbone=ResNet-182026.070.0555
VarGradDefense=TIER, Backbone=ResNet-182026.07056
GradCAMDefense=TIER, Backbone=ResNet-182026.07055
IGDefense=TIER, Backbone=ResNet-182026.07053