Membership Inference Attack on VL-MIA Text LLaMA Adapter TEXTLEN=32
82.8AUCAutoMIA
Evaluation results
| Method | Links | |
|---|---|---|
| AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.04 | 82.8 | |
| Perplexity2026.04 | 79.1 | |
| ModRényi / Gapalpha=12026.04 | 78.7 | |
| Min-k Probmin-k-percent=20%2026.04 | 71.7 | |
| ModRényi / Gapalpha=0.52026.04 | 70.5 | |
| Rényialpha=1, max-percent=100%2026.04 | 67.4 | |
| Rényialpha=infinity, max-percent=100%2026.04 | 67.2 | |
| Rényialpha=2, max-percent=100%2026.04 | 67.1 | |
| Rényialpha=0.5, max-percent=10%2026.04 | 67 | |
| Min-k Probmin-k-percent=10%2026.04 | 65.8 | |
| ModRényi / Gapalpha=22026.04 | 65.6 | |
| Rényialpha=0.5, max-percent=0%2026.04 | 65.4 | |
| Rényialpha=0.5, max-percent=100%2026.04 | 64.7 | |
| Min-k Probmin-k-percent=0%2026.04 | 62.3 | |
| Rényialpha=1, max-percent=10%2026.04 | 61.9 | |
| Rényialpha=1, max-percent=0%2026.04 | 60.8 | |
| Rényialpha=2, max-percent=0%2026.04 | 59.7 | |
| Max Prob Gap2026.04 | 58.3 | |
| Rényialpha=2, max-percent=10%2026.04 | 58.1 | |
| Rényialpha=infinity, max-percent=10%2026.04 | 57.8 | |
| Rényialpha=infinity, max-percent=0%2026.04 | 57.5 |