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ResearchFormerly WizWand

Membership Inference Attack on VL-MIA Text LLaVA TEXTLEN=64

0.994AUCAutoMIA
0.49480.62440.7540.8836Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.040.994
ModRényi / Gapalpha=12026.040.993
Perplexity2026.040.988
Min-k Probmin-k-percent=20%2026.040.98
ModRényi / Gapalpha=0.52026.040.979
ModRényi / Gapalpha=22026.040.963
Min-k Probmin-k-percent=10%2026.040.883
Rényialpha=0.5, max-percent=100%2026.040.835
Rényialpha=1, max-percent=10%2026.040.809
Rényialpha=2, max-percent=10%2026.040.787
Rényialpha=0.5, max-percent=10%2026.040.776
Rényialpha=infinity, max-percent=10%2026.040.763
Rényialpha=1, max-percent=100%2026.040.75
Rényialpha=2, max-percent=100%2026.040.709
Rényialpha=infinity, max-percent=100%2026.040.694
Rényialpha=infinity, max-percent=0%2026.040.638
Rényialpha=2, max-percent=0%2026.040.625
Rényialpha=1, max-percent=0%2026.040.579
Max Prob Gap2026.040.545
Min-k Probmin-k-percent=0%2026.040.522
Rényialpha=0.5, max-percent=0%2026.040.514