| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | a9a | Training Loss0.323 | 8 | |
| Binary Classification | a9a (test) | Loss0.3248 | 7 | |
| Secure Pearson Correlation | a9a | Latency (s)0.2 | 6 | |
| Binary Classification | a9a | F1 Score65.4 | 5 | |
| Worst-case risk optimization | a9a | Gradient Count18,340 | 3 | |
| Secure Training | a9a | Training Time (s)7,190.21 | 3 | |
| Binary classification | A9A UCI (test) | Misclassification Rate13.69 | 3 | |
| Convex Optimization | a9a (test) | Accuracy84.6 | 3 | |
| Classification | a9a LIBSVM (test) | Accuracy85.1 | 2 | |
| Dual Gaussian-kernelized SVM optimization | a9a | Running Time (s)18 | 2 |