Membership Inference Attack on VL-MIA Text MiniGPT-4 TEXTLEN=32
82.4AUCAutoMIA
Evaluation results
| Method | Links | |
|---|---|---|
| AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.04 | 82.4 | |
| Perplexity2026.04 | 70.2 | |
| ModRényi / Gapalpha=12026.04 | 69.8 | |
| Max Prob Gap2026.04 | 63.7 | |
| Rényialpha=infinity, max-percent=100%2026.04 | 62.1 | |
| Rényialpha=2, max-percent=100%2026.04 | 62 | |
| Min-k Probmin-k-percent=20%2026.04 | 61.9 | |
| ModRényi / Gapalpha=0.52026.04 | 61.7 | |
| Rényialpha=1, max-percent=100%2026.04 | 61.7 | |
| Rényialpha=0.5, max-percent=100%2026.04 | 61.1 | |
| Min-k Probmin-k-percent=10%2026.04 | 58.5 | |
| Min-k Probmin-k-percent=0%2026.04 | 58.1 | |
| ModRényi / Gapalpha=22026.04 | 54 | |
| Rényialpha=2, max-percent=0%2026.04 | 52.5 | |
| Rényialpha=0.5, max-percent=0%2026.04 | 52.4 | |
| Rényialpha=infinity, max-percent=0%2026.04 | 52.2 | |
| Rényialpha=1, max-percent=0%2026.04 | 52.1 | |
| Rényialpha=infinity, max-percent=10%2026.04 | 49.7 | |
| Rényialpha=2, max-percent=10%2026.04 | 48.8 | |
| Rényialpha=1, max-percent=10%2026.04 | 38.7 | |
| Rényialpha=0.5, max-percent=10%2026.04 | 30.9 |