Robustness Certification on SVHN
0.09Empirical DeltaNNBC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NNBCOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.1, Norm (p)=2, Target certified accuracy level (g*_p)=0.82025.12 | 0.09 | 0.06 | |
| RABOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.1, Norm (p)=2, Target certified accuracy level (g*_p)=0.62025.12 | 0.12 | 0.07 | |
| NNBCOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.1, Norm (p)=2, Target certified accuracy level (g*_p)=0.62025.12 | 0.12 | 0.11 | |
| RABOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.1, Norm (p)=2, Target certified accuracy level (g*_p)=0.42025.12 | 0.16 | 0.08 | |
| NNBCOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.1, Norm (p)=2, Target certified accuracy level (g*_p)=0.42025.12 | 0.16 | 0.14 |