Empirical RDP Auditing on CIFAR-10 original (test)
0.05Empirical RDP (epsilon_alpha)SOTA black-box
Evaluation Results
| Method | Links | |
|---|---|---|
| SOTA black-boxTarget epsilon_alpha=0.25, alpha=22026.05 | 0.05 | |
| DV-RényiTarget epsilon_alpha=0.25, alpha=22026.05 | 0.206 | |
| SOTA black-boxTarget epsilon_alpha=1.0, alpha=22026.05 | 0.463 | |
| DV-RényiTarget epsilon_alpha=1.0, alpha=22026.05 | 0.953 | |
| SOTA black-boxTarget epsilon_alpha=2.0, alpha=22026.05 | 1.109 | |
| DV-RényiTarget epsilon_alpha=2.0, alpha=22026.05 | 1.624 | |
| DV-RényiTarget epsilon_alpha=4.0, alpha=22026.05 | 2.25 | |
| SOTA black-boxTarget epsilon_alpha=4.0, alpha=22026.05 | 2.463 | |
| DV-RényiTarget epsilon_alpha=10.0, alpha=22026.05 | 2.751 | |
| SOTA black-boxTarget epsilon_alpha=10.0, alpha=22026.05 | 6.605 |