Membership Inference Attack on CIFAR-100 (test, ℓ∞ ≤ 4.0/255)
0.8285AUCAdversarially Robust RMIA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adversarially Robust RMIAlambda=352026.04 | 0.8285 | 27.62 | 25.85 | 34.9 | 43.55 | 60.15 | |
| Adversarially Robust RMIAlambda=302026.04 | 0.8277 | 27.52 | 25.7 | 34.75 | 43.4 | 60.35 | |
| Adversarially Robust RMIAlambda=252026.04 | 0.8265 | 27.5 | 25.45 | 34.45 | 43.7 | 60.5 | |
| Adversarially Robust RMIAlambda=202026.04 | 0.8243 | 27.5 | 25.15 | 34.3 | 43.95 | 60.55 | |
| Adversarially Robust RMIAlambda=152026.04 | 0.8203 | 27.57 | 24.65 | 33.65 | 43 | 60.8 | |
| Adversarially Robust RMIAlambda=102026.04 | 0.8123 | 27.73 | 23.8 | 32.75 | 42.55 | 59.85 | |
| RMIA2026.04 | 0.8007 | 29.8 | 26.35 | 34.15 | 41.55 | 56.15 | |
| Adversarially Robust RMIAlambda=52026.04 | 0.7894 | 30.18 | 20.45 | 29.65 | 38.85 | 56.1 |