Membership Inference Attack on CIFAR-10 ||δ||∞ ≤ 4.0/255 (test)
0.8065AUCAdversarially Robust RMIA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust RMIAlambda=352026.04 | 0.8065 | 27.85 | 10.3 | 25.3 | 37.85 | 59.45 | |
| Adversarially Robust RMIAlambda=302026.04 | 0.8056 | 28.05 | 10.35 | 25.05 | 37.8 | 59.2 | |
| Adversarially Robust RMIAlambda=252026.04 | 0.8039 | 28.5 | 10.75 | 25.3 | 37.75 | 58.5 | |
| Adversarially Robust RMIAlambda=202026.04 | 0.8021 | 28.82 | 11 | 25.45 | 37.95 | 58.25 | |
| Adversarially Robust RMIAlambda=152026.04 | 0.7988 | 29.23 | 11.1 | 25.7 | 37.9 | 56.9 | |
| Adversarially Robust RMIAlambda=102026.04 | 0.7941 | 29.98 | 11.3 | 25.85 | 38.15 | 55.65 | |
| Adversarially Robust RMIAlambda=52026.04 | 0.7834 | 30.88 | 10.9 | 25.6 | 36.4 | 51.65 | |
| RMIA2026.04 | 0.6834 | 37.3 | 8.55 | 18.5 | 28.95 | 42.8 |