List your company
ResearchFormerly WizWand

Membership Inference Attack on CIFAR10 (Balanced Accuracy and TPR@0.1%FPR)

70TPR @ 0.1% FPRLIME
-2.816.13553.9Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LIMEDefense=None, Backbone=ResNet-182026.077066
LIMEDefense=Memguard, Backbone=ResNet-182026.076067
IGDefense=Memguard, Backbone=ResNet-182026.074062
GradCAMDefense=Memguard, Backbone=ResNet-182026.073062
VarGradDefense=None, Backbone=ResNet-182026.072065
GradCAM++Defense=None, Backbone=ResNet-182026.072064
SHAPDefense=None, Backbone=ResNet-182026.072062
VarGradDefense=DP (ϵ = 100), Backbone=ResNet-182026.072050
VarGradDefense=Memguard, Backbone=ResNet-182026.072065
GradCAM++Defense=Memguard, Backbone=ResNet-182026.072064
SmoothGradDefense=None, Backbone=ResNet-182026.071063
GradCAMDefense=None, Backbone=ResNet-182026.071063
IGDefense=None, Backbone=ResNet-182026.071063
GradCAMDefense=DP (ϵ = 100), Backbone=ResNet-182026.071051
LIMEDefense=DP (ϵ = 100), Backbone=ResNet-182026.071051
SmoothGradDefense=Memguard, Backbone=ResNet-182026.071060
SHAPDefense=Memguard, Backbone=ResNet-182026.071061
SmoothGradDefense=TIER, Backbone=ResNet-182026.071053
VarGradDefense=TIER, Backbone=ResNet-182026.071055
GradCAM++Defense=TIER, Backbone=ResNet-182026.071053
IGDefense=TIER, Backbone=ResNet-182026.071054
SHAPDefense=TIER, Backbone=ResNet-182026.071053
LIMEDefense=TIER, Backbone=ResNet-182026.071056
SmoothGradDefense=DP (ϵ = 100), Backbone=ResNet-182026.07050
GradCAM++Defense=DP (ϵ = 100), Backbone=ResNet-182026.07052
IGDefense=DP (ϵ = 100), Backbone=ResNet-182026.07049
SHAPDefense=DP (ϵ = 100), Backbone=ResNet-182026.07050
GradCAMDefense=TIER, Backbone=ResNet-182026.07054