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ResearchFormerly WizWand

Membership Inference Attack on OpenForensics

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

Evaluation results

MethodLinks
LIMEDefense=Memguard, Backbone=MobileNetV22026.077070
LIMEDefense=None, Backbone=MobileNetV22026.076970
SHAPDefense=Memguard, Backbone=MobileNetV22026.073568
SHAPDefense=None, Backbone=MobileNetV22026.073069
SmoothGradDefense=TIER, Backbone=MobileNetV22026.073054
SmoothGradDefense=DP (ϵ = 100), Backbone=MobileNetV22026.072055
LIMEDefense=DP (ϵ = 100), Backbone=MobileNetV22026.072055
GradCAM++Defense=Memguard, Backbone=MobileNetV22026.071568
SmoothGradDefense=None, Backbone=MobileNetV22026.071070
GradCAMDefense=None, Backbone=MobileNetV22026.071068
GradCAM++Defense=None, Backbone=MobileNetV22026.071069
VarGradDefense=DP (ϵ = 100), Backbone=MobileNetV22026.071054
GradCAMDefense=DP (ϵ = 100), Backbone=MobileNetV22026.071053
GradCAM++Defense=DP (ϵ = 100), Backbone=MobileNetV22026.071055
IGDefense=DP (ϵ = 100), Backbone=MobileNetV22026.071052
SmoothGradDefense=Memguard, Backbone=MobileNetV22026.071070
GradCAMDefense=Memguard, Backbone=MobileNetV22026.071070
GradCAM++Defense=TIER, Backbone=MobileNetV22026.071053
IGDefense=TIER, Backbone=MobileNetV22026.071054
VarGradDefense=None, Backbone=MobileNetV22026.07070
IGDefense=None, Backbone=MobileNetV22026.07069
SHAPDefense=DP (ϵ = 100), Backbone=MobileNetV22026.07054
VarGradDefense=Memguard, Backbone=MobileNetV22026.07069
IGDefense=Memguard, Backbone=MobileNetV22026.07070
VarGradDefense=TIER, Backbone=MobileNetV22026.07054
GradCAMDefense=TIER, Backbone=MobileNetV22026.07055
SHAPDefense=TIER, Backbone=MobileNetV22026.07054
LIMEDefense=TIER, Backbone=MobileNetV22026.07053