Membership Inference Attack on VL-MIA Text LLaVA TEXTLEN=32
81AUCAutoMIA
Evaluation results
| Method | Links | |
|---|---|---|
| AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.04 | 81 | |
| ModRényi / Gapalpha=0.52026.04 | 80.9 | |
| ModRényi / Gapalpha=12026.04 | 80.8 | |
| Perplexity2026.04 | 77.9 | |
| ModRényi / Gapalpha=22026.04 | 77.9 | |
| Rényialpha=infinity, max-percent=10%2026.04 | 61.8 | |
| Rényialpha=2, max-percent=10%2026.04 | 60.6 | |
| Min-k Probmin-k-percent=20%2026.04 | 60.3 | |
| Rényialpha=infinity, max-percent=0%2026.04 | 60.1 | |
| Rényialpha=2, max-percent=0%2026.04 | 58.9 | |
| Rényialpha=1, max-percent=10%2026.04 | 56.6 | |
| Rényialpha=0.5, max-percent=100%2026.04 | 56.4 | |
| Rényialpha=infinity, max-percent=100%2026.04 | 55.7 | |
| Rényialpha=1, max-percent=0%2026.04 | 55.4 | |
| Rényialpha=1, max-percent=100%2026.04 | 55.4 | |
| Rényialpha=2, max-percent=100%2026.04 | 55.3 | |
| Min-k Probmin-k-percent=0%2026.04 | 52.2 | |
| Rényialpha=0.5, max-percent=0%2026.04 | 50.6 | |
| Max Prob Gap2026.04 | 46.2 | |
| Min-k Probmin-k-percent=10%2026.04 | 46.1 | |
| Rényialpha=0.5, max-percent=10%2026.04 | 45.8 |