Robustness Certification on MNIST
0.08Empirical DeltaNNBC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NNBCOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.15, Norm (p)=inf, Target certified accuracy level (g*_p)=0.92025.12 | 0.08 | 0.08 | |
| RABOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.15, Norm (p)=inf, Target certified accuracy level (g*_p)=0.82025.12 | 0.16 | 0.1 | |
| NNBCOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.15, Norm (p)=inf, Target certified accuracy level (g*_p)=0.82025.12 | 0.16 | 0.15 | |
| RABOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.15, Norm (p)=inf, Target certified accuracy level (g*_p)=0.62025.12 | 0.22 | 0.14 | |
| NNBCOptimizer=SGD, Attack=BDA, Poisoning ratio (rho)=0.15, Norm (p)=inf, Target certified accuracy level (g*_p)=0.62025.12 | 0.22 | 0.19 |