Membership Inference Attack on VL-MIA Text LLaMA Adapter TEXTLEN=64
77.8AUCAutoMIA
Evaluation results
| Method | Links | |
|---|---|---|
| AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.04 | 77.8 | |
| Max Prob Gap2026.04 | 61.6 | |
| Rényialpha=infinity, max-percent=100%2026.04 | 52.2 | |
| Rényialpha=2, max-percent=100%2026.04 | 48.5 | |
| ModRényi / Gapalpha=0.52026.04 | 44.8 | |
| ModRényi / Gapalpha=22026.04 | 44.1 | |
| Perplexity2026.04 | 43.1 | |
| ModRényi / Gapalpha=12026.04 | 42.6 | |
| Rényialpha=1, max-percent=100%2026.04 | 41.9 | |
| Rényialpha=infinity, max-percent=0%2026.04 | 41.1 | |
| Rényialpha=0.5, max-percent=10%2026.04 | 40.4 | |
| Rényialpha=1, max-percent=10%2026.04 | 39.5 | |
| Min-k Probmin-k-percent=20%2026.04 | 39 | |
| Rényialpha=1, max-percent=0%2026.04 | 38.9 | |
| Rényialpha=2, max-percent=0%2026.04 | 38.5 | |
| Rényialpha=0.5, max-percent=0%2026.04 | 38.2 | |
| Rényialpha=infinity, max-percent=10%2026.04 | 37.8 | |
| Min-k Probmin-k-percent=10%2026.04 | 37.5 | |
| Rényialpha=2, max-percent=10%2026.04 | 36.9 | |
| Min-k Probmin-k-percent=0%2026.04 | 36.6 | |
| Rényialpha=0.5, max-percent=100%2026.04 | 36.5 |