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ResearchFormerly WizWand

Membership Inference Attack on CelebA

95.04AUCSimA-MC
67.594474.719781.84588.9703Sep 29, 2025Oct 8, 2025Oct 18, 2025Oct 27, 2025Nov 6, 2025Nov 15, 2025Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
SimA-MC#Query=30, #mc=302025.0995.0488.1760
SimA-MC#Query=10, #mc=102025.0994.1386.959.23
SimA (⋆)#Query=12025.0991.8183.9742.39
SimA-MC#Query=10, #mc=102025.0991.5583.5639.76
PIA#Query=22025.0991.5383.6541.21
SecMIstat#Query=122025.0991.2783.6232
SimAFiltering setting=filtered (proposed ranking)2025.1188.1880.2517.03
PIAFiltering setting=filtered (proposed ranking)2025.1187.4179.2821.13
Loss#Query=12025.0987.2979.1632.38
SecMIFiltering setting=filtered (proposed ranking)2025.1186.7478.9216.47
SimAFiltering setting=none2025.1184.6677.0411.09
SimA#Query=12025.0984.6677.0411.09
PIAFiltering setting=none2025.1183.3675.879.41
PIA#Query=22025.0983.3675.879.41
SecMIFiltering setting=none2025.1183.0975.8510.53
SecMIstat#Query=122025.0983.0975.8510.53
SimAFiltering setting=random drop (40%)2025.1183.0575.6910.2
PFAMImet#Query=202025.0979.6271.7516.55
PFAMImat#Query=202025.0975.568.317.98
LossFiltering setting=filtered (proposed ranking)2025.1170.1264.687.16
LossFiltering setting=none2025.1168.6563.476.39
Loss#Query=12025.0968.6563.476.39