Membership Inference Attack on Texas-100 (TPR/Time Metrics)
3.22TPR @ 0.1% FPROurs (BMIA)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours (BMIA)n=12025.03 | 3.22 | 11.81 | 1.03 | |
| RMIAn=42025.03 | 2.85 | 9.08 | 4.12 | |
| RMIAn=82025.03 | 2.84 | 10.12 | 8.23 | |
| RMIAn=22025.03 | 2.3 | 8.26 | 2.06 | |
| LiRAn=82025.03 | 2.21 | 8.63 | 8.23 | |
| LiRAn=42025.03 | 0.83 | 5.42 | 4.12 | |
| LiRAn=22025.03 | 0.3 | 2.96 | 2.06 | |
| Attack-P2025.03 | 0.18 | 1.4 | — | |
| Attack-Rn=22025.03 | 0.12 | 1.02 | 2.06 | |
| Attack-Rn=42025.03 | 0.12 | 2.35 | 4.12 | |
| Attack-Rn=82025.03 | 0.12 | 5.35 | 8.23 |