Membership Inference Attack on SVHN ||δ||∞ ≤ 4.0/255 (test)
0.7815AUCAdversarially Robust RMIA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust RMIAlambda=102026.04 | 0.7815 | 30.55 | 7.35 | 17.8 | 28.7 | 48.9 | |
| Adversarially Robust RMIAlambda=152026.04 | 0.7799 | 30.45 | 7.35 | 17.25 | 27 | 47.8 | |
| Adversarially Robust RMIAlambda=202026.04 | 0.779 | 30.5 | 7.35 | 17.3 | 26.75 | 46.75 | |
| Adversarially Robust RMIAlambda=252026.04 | 0.7771 | 30.95 | 7.15 | 17.15 | 26.3 | 46.75 | |
| Adversarially Robust RMIAlambda=52026.04 | 0.776 | 31.75 | 7.55 | 17.7 | 28 | 48.45 | |
| Adversarially Robust RMIAlambda=302026.04 | 0.7724 | 31.27 | 7.15 | 16.9 | 26 | 46.55 | |
| Adversarially Robust RMIAlambda=352026.04 | 0.768 | 31.95 | 7.15 | 16.15 | 25.45 | 45 | |
| RMIA2026.04 | 0.5222 | 49.65 | 7.1 | 14.6 | 20.95 | 30.05 |