| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | Madelon | Accuracy91.4 | 26 | |
| Clustering | Madelon | Accuracy61 | 18 | |
| Reconstruction | Madelon | RMSE0.28 | 18 | |
| Binary Classification | madelon | AUC96.49 | 10 | |
| Classification | Madelon | Accuracy93.96 | 8 | |
| Classification | madelon | Cohen's kappa0.77 | 8 | |
| Classification | Madelon | AUROC0.866 | 5 | |
| Tabular Classification | Madelon | Utility90.7 | 4 | |
| QP and dual SVM | Madelon QP and dual SVM | Iterations19 | 4 | |
| Low rank least squares | Madelon Low rank least squares | Iterations27 | 4 | |
| Rashomon set approximation | Madelon 73 | Recall100 | 4 | |
| Classification | MADELON | Accuracy89.83 | 4 | |
| Classification | madelon | Balanced Accuracy63.57 | 3 | |
| Decision Tree Rashomon Set construction | Madelon | Runtime (s)8.19 | 3 | |
| Classification | Madelon | ECE0.074 | 3 | |
| Manifold Curvature Estimation | madelon | Average K0.4982 | 1 |