| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | Glass | AUC-ROC0.9109 | 55 | |
| Clustering | Glass | NMI0.51 | 51 | |
| Classification | Glass LDLSS | Accuracy81.32 | 46 | |
| Confidence Calibration | glass | Calibration Error0.008 | 44 | |
| Anomaly Detection | Glass | AUC-PR57.5 | 33 | |
| Classification | Glass | Accuracy79.1 | 32 | |
| Tabular Anomaly Detection | Glass | AUC-ROC0.8074 | 30 | |
| Tabular Classification | glass6 | Balanced Accuracy93.7 | 27 | |
| Tabular Classification | glass 5 | Balanced Accuracy94.1 | 27 | |
| Counterfactual Explanation | glass | Validity100 | 24 | |
| Clustering | Glass (UCI) | ARI29.37 | 16 | |
| Multi-class classification | Glass | F1-score91.68 | 16 | |
| Off-policy evaluation for classification error | glass | Bias-0.317 | 15 | |
| Counterfactual Explanation Diversity | glass | Diversity5.4 | 14 | |
| Clustering | glass | ARI0.31 | 14 | |
| Clustering | glass | Runtime (s)0 | 12 | |
| Clustering | glass | V-Measure51 | 12 | |
| Clustering | glass | Purity70 | 12 | |
| Clustering | Glass K-NN digraph | AMI28 | 11 | |
| Counterfactual Proximity | glass | Mean Euclidean Distance0.4 | 11 | |
| Anomaly Detection | glass Out-of-Domain | F1 Score40 | 10 | |
| Binary Classification | glass | Accuracy94.39 | 10 | |
| Multiclass Classification | glass | Weighted F10.808 | 9 | |
| Multiclass imbalanced classification | glass | AUC0.946 | 9 | |
| Multiclass imbalanced classification | glass | Accuracy81.4 | 9 |