RDP Auditing on CIFAR-10
0.031Empirical εαSOTA black-box
Evaluation Results
| Method | Links | |
|---|---|---|
| SOTA black-boxTarget εα=0.15625, α=1.252026.05 | 0.031 | |
| SOTA black-boxTarget εα=0.15625, α=1.252026.05 | 0.031 | |
| SOTA black-boxTarget epsilon_alpha=0.25, alpha=2.02026.05 | 0.05 | |
| DV-RényiTarget εα=0.15625, α=1.252026.05 | 0.118 | |
| DV-RényiTarget εα=0.15625, α=1.252026.05 | 0.118 | |
| DV-RényiTarget epsilon_alpha=0.25, alpha=2.02026.05 | 0.206 | |
| SOTA black-boxTarget εα=0.625, α=1.252026.05 | 0.289 | |
| SOTA black-boxTarget εα=0.625, α=1.252026.05 | 0.289 | |
| SOTA black-boxTarget epsilon_alpha=1.0, alpha=2.02026.05 | 0.463 | |
| DV-RényiTarget εα=0.625, α=1.252026.05 | 0.551 | |
| DV-RényiTarget εα=0.625, α=1.252026.05 | 0.551 | |
| SOTA black-boxTarget εα=1.25, α=1.252026.05 | 0.693 | |
| SOTA black-boxTarget εα=1.25, α=1.252026.05 | 0.693 | |
| DV-RényiTarget epsilon_alpha=1.0, alpha=2.02026.05 | 0.953 | |
| DV-RényiTarget εα=1.25, α=1.252026.05 | 1.095 | |
| DV-RényiTarget εα=1.25, α=1.252026.05 | 1.095 | |
| SOTA black-boxTarget epsilon_alpha=2.0, alpha=2.02026.05 | 1.109 | |
| SOTA black-boxTarget εα=2.5, α=1.252026.05 | 1.539 | |
| SOTA black-boxTarget εα=2.5, α=1.252026.05 | 1.539 | |
| DV-RényiTarget epsilon_alpha=2.0, alpha=2.02026.05 | 1.624 | |
| DV-RényiTarget εα=2.5, α=1.252026.05 | 2.248 | |
| DV-RényiTarget εα=2.5, α=1.252026.05 | 2.248 | |
| DV-RényiTarget epsilon_alpha=4.0, alpha=2.02026.05 | 2.25 | |
| SOTA black-boxTarget epsilon_alpha=4.0, alpha=2.02026.05 | 2.463 | |
| DV-RényiTarget epsilon_alpha=10.0, alpha=2.02026.05 | 2.751 | |
| SOTA black-boxTarget εα=6.25, α=1.252026.05 | 4.128 | |
| SOTA black-boxTarget εα=6.25, α=1.252026.05 | 4.128 | |
| DV-RényiTarget εα=6.25, α=1.252026.05 | 4.577 | |
| DV-RényiTarget εα=6.25, α=1.252026.05 | 4.577 | |
| SOTA black-boxTarget epsilon_alpha=10.0, alpha=2.02026.05 | 6.605 |