Robustness Certification on CIFAR10 (test)
768,560Average SamplesHorvath
Evaluation results
| Method | Links | |
|---|---|---|
| Horvathepsilon (width)=0.01, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 768,560 | |
| Betting Confidence Sequenceepsilon (width)=0.01, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 199,771 | |
| Union-Bound Confidence Sequenceepsilon (width)=0.01, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 197,628 | |
| Horvathepsilon (width)=0.02, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 94,900 | |
| Horvathepsilon (width)=0.03, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 81,080 | |
| Union-Bound Confidence Sequenceepsilon (width)=0.02, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 49,198 | |
| Betting Confidence Sequenceepsilon (width)=0.02, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 47,215 | |
| Union-Bound Confidence Sequenceepsilon (width)=0.03, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 21,513 | |
| Betting Confidence Sequenceepsilon (width)=0.03, Confidence level=0.999, Network=WideResnet-40, sigma=12024.06 | 20,918 |