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ResearchFormerly WizWand

Membership Inference Attack on VL-MIA TEXT (TEXTLEN=32)

78.2AccuracyAutoMIA (Agent)
49.657.02564.4571.875Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AutoMIA (Agent)Target Model=LLaMAAdapter, Reasoner=DEEPSEEK-V3.2-REASONER2026.0478.2
AutoMIA (Agent)Target Model=MiniGPT-4, Reasoner=DEEPSEEK-V3.2-REASONER2026.0476.2
MoDRényiTarget Model=LLaVA, alpha=12026.0473.7
AutoMIA (Agent)Target Model=LLaVA, Reasoner=DEEPSEEK-V3.2-REASONER2026.0473.7
MoDRényiTarget Model=LLaVA, alpha=0.52026.0473.5
PerplexityTarget Model=LLaMAAdapter2026.0472.7
MoDRényiTarget Model=LLaMAAdapter, alpha=12026.0472.3
PerplexityTarget Model=LLaVA2026.0471.7
MoDRényiTarget Model=LLaVA, alpha=22026.0471.5
Min-k ProbTarget Model=LLaMAAdapter, k=20%2026.0467.2
PerplexityTarget Model=MiniGPT-42026.0467
MoDRényiTarget Model=MiniGPT-4, alpha=12026.0466.3
MoDRényiTarget Model=LLaMAAdapter, alpha=0.52026.0466
RényiTarget Model=LLaMAAdapter, alpha=1, Max-prob-k=100%2026.0463.3
Max Prob GapTarget Model=MiniGPT-42026.0462.7
Min-k ProbTarget Model=LLaMAAdapter, k=10%2026.0462.7
MoDRényiTarget Model=LLaMAAdapter, alpha=22026.0461.7
Min-k ProbTarget Model=LLaMAAdapter, k=0%2026.0461.3
RényiTarget Model=LLaMAAdapter, alpha=0.5, Max-prob-k=0%2026.0461.2
Min-k ProbTarget Model=MiniGPT-4, k=20%2026.0459.8
MoDRényiTarget Model=MiniGPT-4, alpha=0.52026.0459.7
RényiTarget Model=MiniGPT-4, alpha=1, Max-prob-k=100%2026.0459.5
Max Prob GapTarget Model=LLaMAAdapter2026.0458.8
Min-k ProbTarget Model=LLaVA, k=20%2026.0458
Min-k ProbTarget Model=MiniGPT-4, k=10%2026.0457.5
Min-k ProbTarget Model=MiniGPT-4, k=0%2026.0457.2
MoDRényiTarget Model=MiniGPT-4, alpha=22026.0456.8
RényiTarget Model=MiniGPT-4, alpha=0.5, Max-prob-k=0%2026.0455
RényiTarget Model=LLaVA, alpha=1, Max-prob-k=100%2026.0454.8
Min-k ProbTarget Model=LLaVA, k=0%2026.0452.2
Max Prob GapTarget Model=LLaVA2026.0451.3
RényiTarget Model=LLaVA, alpha=0.5, Max-prob-k=0%2026.0451.3
Min-k ProbTarget Model=LLaVA, k=10%2026.0450.7