Membership Inference Attack on CIFAR-10 (TPR Specific Points and Time)
2.84TPR @ 0.1% FPROurs (BMIA)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours (BMIA)n=12025.03 | 2.84 | 9.48 | 25.39 | |
| LiRAn=82025.03 | 1.73 | 8.32 | 203.09 | |
| RMIAn=82025.03 | 1.35 | 5.55 | 203.09 | |
| RMIAn=42025.03 | 1.08 | 4.58 | 101.54 | |
| RMIAn=22025.03 | 0.99 | 4.11 | 50.77 | |
| LiRAn=42025.03 | 0.83 | 5.42 | 101.54 | |
| Attack-Rn=82025.03 | 0.48 | 5.49 | 203.09 | |
| LiRAn=22025.03 | 0.27 | 2.34 | 50.77 | |
| Attack-Rn=42025.03 | 0.26 | 3.83 | 101.54 | |
| Attack-Rn=22025.03 | 0.24 | 3.58 | 50.77 | |
| Attack-P2025.03 | 0.05 | 1.17 | — |