| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | banknote | F1 Score100 | 26 | |
| Counterfactual Explanation Generation | Banknote | R1 | 23 | |
| Regression | Banknote | Standard Deviation0 | 20 | |
| Classification | BankNote | AUC87.3 | 18 | |
| Classification | banknote | Accuracy100 | 18 | |
| Execution time measurement | BankNote 50% MNAR | Training Time0.011 | 15 | |
| Classification | banknote (5-fold cross-validation) | Macro F1 Score100 | 12 | |
| Clustering | Banknote 4D | ARI1 | 10 | |
| Cluster Validation | Banknote | PWRS0.857 | 10 | |
| Classification | Banknote | Average Accuracy99.8 | 10 | |
| Clustering | Banknote | ARI0.71 | 9 | |
| Outlier Detection | Banknote | Precision-s54.43 | 9 | |
| Classification | banknote | Accuracy100 | 7 | |
| Abductive Explanation Generation | Banknote (test) | Avg Execution Time (ms)1.38 | 6 | |
| Classification | Banknote | Accuracy (Avg)99.84 | 6 | |
| Regression | Banknote | Avg Rel Abs Error4 | 6 | |
| Hierarchical Clustering | Banknote | Dendrogram Purity98 | 6 | |
| Classification | banknote | Average running time (s)0.002 | 6 | |
| Classification | banknote | Rule Score28.2 | 4 | |
| Abductive Explanation Generation | Banknote Rejected | Average Explanation Size1.04 | 3 | |
| Abductive Explanation Generation | Banknote | Average Explanation Size1.37 | 3 | |
| SHAP value approximation | banknote (test) | R^20.965 | 2 | |
| Classification | Banknote 10-fold CV 1462 | Log-Loss0.003 | 2 | |
| Random Forest Compilation | banknote | Accuracy96.6 | 2 |