Membership Inference Attack on VL-MIA Text MiniGPT-4 TEXTLEN=64
89.1AUCAutoMIA
Evaluation results
| Method | Links | |
|---|---|---|
| AutoMIAReasoner=DeepSeek-V3.2-Reasoner2026.04 | 89.1 | |
| Rényialpha=0.5, max-percent=100%2026.04 | 84.5 | |
| Perplexity2026.04 | 82.3 | |
| ModRényi / Gapalpha=12026.04 | 82.3 | |
| Rényialpha=1, max-percent=100%2026.04 | 80.2 | |
| ModRényi / Gapalpha=0.52026.04 | 78.2 | |
| Rényialpha=2, max-percent=100%2026.04 | 74 | |
| Min-k Probmin-k-percent=20%2026.04 | 73.8 | |
| ModRényi / Gapalpha=22026.04 | 71.2 | |
| Rényialpha=infinity, max-percent=100%2026.04 | 70.1 | |
| Rényialpha=0.5, max-percent=10%2026.04 | 67.4 | |
| Min-k Probmin-k-percent=10%2026.04 | 66.8 | |
| Rényialpha=1, max-percent=10%2026.04 | 65.3 | |
| Rényialpha=0.5, max-percent=0%2026.04 | 65.1 | |
| Rényialpha=1, max-percent=0%2026.04 | 61.8 | |
| Rényialpha=2, max-percent=10%2026.04 | 60.5 | |
| Rényialpha=infinity, max-percent=10%2026.04 | 59.2 | |
| Min-k Probmin-k-percent=0%2026.04 | 53.8 | |
| Rényialpha=2, max-percent=0%2026.04 | 49.9 | |
| Rényialpha=infinity, max-percent=0%2026.04 | 47.4 | |
| Max Prob Gap2026.04 | 41.8 |