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ResearchFormerly WizWand

Membership Inference Attack on STL10 U

86.81ASRPIA+F
63.815669.785375.75581.7247May 27, 2025Jun 16, 2025Jul 7, 2025Jul 28, 2025Aug 18, 2025Sep 8, 2025Sep 29, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PIA+FModel Architecture=DDIM, Training Settings=Default, High-frequency Filter=True2025.0586.8192.1119.57
SecMI+FModel Architecture=DDIM, Training Settings=Default, High-frequency Filter=True2025.0586.5191.3914.63
SecMIModel Architecture=DDIM, Training Settings=Default2025.0581.1487.3911.11
SimA-MC#Query=30, #mc=302025.0980.5587.9737.19
PIAModel Architecture=DDIM, Training Settings=Default2025.0580.4387.459.98
SimA (⋆)#Query=12025.0979.4786.7229.1
SimA-MC#Query=10, #mc=102025.0979.4286.8633.84
PIA#Query=22025.0979.2586.5923.41
SecMIstat#Query=122025.0978.0885.2522.02
Naive+FModel Architecture=DDIM, Training Settings=Default, High-frequency Filter=True2025.0577.9884.47.5
NaiveModel Architecture=DDIM, Training Settings=Default2025.0573.679.65.96
Loss#Query=12025.0972.8379.4517.21
PFAMImet#Query=202025.0964.771.055.73