Membership Inference Attack on VL-MIA Text LLaVA TEXTLEN=64
0.994AUCAutoMIA
Evaluation Results
| Method | Links | |
|---|---|---|
| AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.04 | 0.994 | |
| ModRényi / Gapalpha=12026.04 | 0.993 | |
| Perplexity2026.04 | 0.988 | |
| Min-k Probmin-k-percent=20%2026.04 | 0.98 | |
| ModRényi / Gapalpha=0.52026.04 | 0.979 | |
| ModRényi / Gapalpha=22026.04 | 0.963 | |
| Min-k Probmin-k-percent=10%2026.04 | 0.883 | |
| Rényialpha=0.5, max-percent=100%2026.04 | 0.835 | |
| Rényialpha=1, max-percent=10%2026.04 | 0.809 | |
| Rényialpha=2, max-percent=10%2026.04 | 0.787 | |
| Rényialpha=0.5, max-percent=10%2026.04 | 0.776 | |
| Rényialpha=infinity, max-percent=10%2026.04 | 0.763 | |
| Rényialpha=1, max-percent=100%2026.04 | 0.75 | |
| Rényialpha=2, max-percent=100%2026.04 | 0.709 | |
| Rényialpha=infinity, max-percent=100%2026.04 | 0.694 | |
| Rényialpha=infinity, max-percent=0%2026.04 | 0.638 | |
| Rényialpha=2, max-percent=0%2026.04 | 0.625 | |
| Rényialpha=1, max-percent=0%2026.04 | 0.579 | |
| Max Prob Gap2026.04 | 0.545 | |
| Min-k Probmin-k-percent=0%2026.04 | 0.522 | |
| Rényialpha=0.5, max-percent=0%2026.04 | 0.514 |