| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fair Clustering | BANK-40K | Cost678 | 52 | |
| Classification | Bank | F1 Score83.55 | 48 | |
| Clustering | BANK-40K | Average CPU Time (s)1.77 | 36 | |
| Short-text Clustering | Bank 77 (test) | NMI85.15 | 22 | |
| Defense against adaptive adversarial attacks | Bank | Accuracy87.46 | 18 | |
| Algorithmic Recourse | Bank (10-fold cross-validation) | Recourse Cost (MPS)0.17 | 16 | |
| Binary Classification | bank | AUC93.51 | 16 | |
| Anomaly Detection | bank | ROC-AUC0.6805 | 14 | |
| Anomaly Detection | Bank | Training Time0 | 14 | |
| Anomaly Detection | bank | PR-AUC27.71 | 14 | |
| Counterfactual Explanations | bank | Validity48.8 | 14 | |
| Classification | bank | Balanced Accuracy85.993 | 14 | |
| Dynamic Feature Selection | Bank 5-fold CV | AUAC-F180.37 | 13 | |
| Counterfactual Explanation | Bank Protocol B, B=64 | Validity1 | 12 | |
| Classification | Bank 30% MCAR | F1 Score81 | 12 | |
| Missing data imputation | Bank 30% MCAR | Average Error0.095 | 11 | |
| Multi-task Classification | Bank (test) | F1 Score73.8 | 10 | |
| Classification | Bank real-world (test) | Accuracy90.6 | 10 | |
| Tabular Data Synthesis | Bank (test) | AUC0.935 | 10 | |
| Tabular Data Synthesis | Bank | Density Similarity (Single Column)0.998 | 9 | |
| CASH | bank32nh (test) | Test Error18.07 | 9 | |
| Classification | Bank (three random train-test splits) | Accuracy89.7 | 8 | |
| Tabular Classification | Bank | Mean AUC-ROC91.92 | 7 | |
| Multi-label classification | bank | Accuracy63.19 | 7 | |
| Decision Tree Rashomon Set construction | Bank | Runtime (s)2.43 | 6 |