Membership Inference Attack on CINIC-10 (||δ||∞ ≤ 4.0/255, test)
85.04AUCAdversarially Robust RMIA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust RMIAlambda=202026.04 | 85.04 | 23.7 | 14.25 | 31.3 | 46.95 | 69.5 | |
| Adversarially Robust RMIAlambda=152026.04 | 85 | 23.93 | 14.95 | 31.95 | 47.3 | 69.85 | |
| Adversarially Robust RMIAlambda=252026.04 | 84.98 | 23.8 | 14.4 | 31.2 | 46.45 | 68.95 | |
| Adversarially Robust RMIAlambda=302026.04 | 84.84 | 24 | 14.1 | 30.7 | 46.25 | 67.15 | |
| Adversarially Robust RMIAlambda=102026.04 | 84.79 | 24.32 | 15.2 | 32 | 47.95 | 69.35 | |
| Adversarially Robust RMIAlambda=352026.04 | 84.68 | 24.15 | 14.2 | 29.3 | 45.8 | 66.5 | |
| Adversarially Robust RMIAlambda=52026.04 | 84.19 | 25.67 | 16 | 33.6 | 48.9 | 67.5 | |
| RMIA2026.04 | 72.19 | 35.43 | 12.75 | 22.35 | 32.85 | 48.2 |