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ResearchFormerly WizWand

Membership Inference Attack on GTSRB (TPR @ 0.1% FPR, Balanced Accuracy)

37.06TPR @ 0.1% FPRLIME
-1.48248.523818.5328.5362Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LIMEDefense=None, Backbone=ResNet-182026.0737.0680
IGDefense=None, Backbone=ResNet-182026.0736.183
IGDefense=Memguard, Backbone=ResNet-182026.0733.2377
LIMEDefense=Memguard, Backbone=ResNet-182026.0730.1281
SHAPDefense=None, Backbone=ResNet-182026.0729.7182
VarGradDefense=None, Backbone=ResNet-182026.0729.3978
GradCAM++Defense=None, Backbone=ResNet-182026.0728.7579
GradCAM++Defense=Memguard, Backbone=ResNet-182026.0726.579
SHAPDefense=Memguard, Backbone=ResNet-182026.0723.3279
VarGradDefense=Memguard, Backbone=ResNet-182026.0723.376
SmoothGradDefense=None, Backbone=ResNet-182026.0720.1384
SmoothGradDefense=Memguard, Backbone=ResNet-182026.0719.880
GradCAMDefense=Memguard, Backbone=ResNet-182026.0712.777
GradCAMDefense=None, Backbone=ResNet-182026.0712.4680
SmoothGradDefense=TIER, Backbone=ResNet-182026.070.1554
GradCAM++Defense=TIER, Backbone=ResNet-182026.070.152
IGDefense=TIER, Backbone=ResNet-182026.070.152
LIMEDefense=DP (ϵ = 100), Backbone=ResNet-182026.070.0154
SmoothGradDefense=DP (ϵ = 100), Backbone=ResNet-182026.07051
VarGradDefense=DP (ϵ = 100), Backbone=ResNet-182026.07050
GradCAMDefense=DP (ϵ = 100), Backbone=ResNet-182026.07051
GradCAM++Defense=DP (ϵ = 100), Backbone=ResNet-182026.07052
IGDefense=DP (ϵ = 100), Backbone=ResNet-182026.07053
SHAPDefense=DP (ϵ = 100), Backbone=ResNet-182026.07053
VarGradDefense=TIER, Backbone=ResNet-182026.07053
GradCAMDefense=TIER, Backbone=ResNet-182026.07052
SHAPDefense=TIER, Backbone=ResNet-182026.07052
LIMEDefense=TIER, Backbone=ResNet-182026.07052