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ResearchFormerly WizWand

Membership Inference Attack on Flickr (test)

74.16AUCSecMI
36.345646.162855.9865.7972Nov 25, 2025Dec 16, 2025Jan 6, 2026Jan 27, 2026Feb 17, 2026Mar 10, 2026Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SecMIFiltering Setting=filtered2025.1174.1668.516.46
RényiVictim Model=LLaVA, Alpha=1, Pooling Strategy=Max-10%, Input Slice=INST+DESP2026.0473.9——
SimAFiltering Setting=filtered2025.1173.6168.453.49
AutoMIAVictim Model=LLaVA, Agent Backbone=DeepSeek-V3.2-Reasoner, Input Slice=INST+DESP2026.0473.4——
AutoMIAVictim Model=LLaVA, Agent Backbone=DeepSeek-V3.2-Reasoner, Input Slice=INST2026.0472.9——
PIAFiltering Setting=filtered2025.1171.8567.113.46
SecMIFiltering Setting=None2025.1171.8166.545.29
AutoMIAVictim Model=LLaVA, Agent Backbone=DeepSeek-V3.2-Reasoner, Input Slice=DESP2026.0471.5——
SimAFiltering Setting=None2025.1170.0465.962.59
AutoMIAVictim Model=LLaVA, Agent Backbone=DeepSeek-V3.2-Reasoner, Input Slice=IMG2026.0470——
SimAFiltering Setting=random drop2025.1169.8565.662.79
PIAFiltering Setting=None2025.1168.8864.612.67
PerplexityVictim Model=LLaVA, Input Slice=DESP2026.0466.2——
Max Prob GapVictim Model=LLaVA, Input Slice=INST+DESP2026.0464.6——
LossFiltering Setting=filtered2025.1164.5760.492.81
Max Prob GapVictim Model=LLaVA, Input Slice=DESP2026.0464.5——
LossFiltering Setting=None2025.1163.1359.742.35
Max Prob GapVictim Model=LLaVA, Input Slice=INST2026.0460.3——
Max Prob GapVictim Model=LLaVA, Input Slice=IMG2026.0457.9——
PerplexityVictim Model=LLaVA, Input Slice=INST+DESP2026.0455.4——
PerplexityVictim Model=LLaVA, Input Slice=INST2026.0437.8——