| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MNIST Linf norm first 100 examples (test) | Robustness Model | Certified Ratio9,900 | 15 | 3mo ago | |
| Attention blocks | Certification Rate74.2 | 12 | 21d ago | ||
| MNIST Binary | Vertex-CROWN | Certified Rate97.2 | 10 | 21d ago | |
| CIFAR10 (test) | Horvath | Average Samples768,560 | 9 | 3mo ago | |
| Residual-MHA blocks | Certification Score41 | 6 | 21d ago | ||
| Adult Income (AI) (test) | Antidote-P | Certification Rate (0.05% Bias)98.8 | 6 | 3mo ago | |
| COMPAS (test) | Antidote-P | Certification Rate (0.05% bias)89 | 6 | 3mo ago | |
| SVHN | NNBC | Empirical Delta0.09 | 5 | 3mo ago | |
| MNIST | NNBC | Empirical Delta0.08 | 5 | 3mo ago | |
| MNIST L2 norm first 100 examples (test) | Robustness Model | Certified Ratio99 | 5 | 3mo ago | |
| MNIST 10-class | Vertex-CROWN | Certified Rate12.9 | 4 | 21d ago | |
| CIFAR-10 | NNBC | Empirical Delta0.05 | 4 | 3mo ago | |
| Drug Consumption (test) | Antidote-P | Certification Rate (0.05% bias)94.5 | 4 | 3mo ago | |
| CIFAR-10 (test) | Verified Robust Accuracy (VRA)47 | 3 | 2mo ago | ||
| MNIST (test) | Verified Robust Accuracy (VRA)99 | 3 | 2mo ago |
