| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Anomaly Detection | Optdigits | AUC-ROC0.9997 | 55 | |
| Anomaly Detection | optdigits | AUPRC84.24 | 43 | |
| Outlier Detection | Optdigits | AP98.5 | 22 | |
| Outlier Detection | Optdigits | AUC0.999 | 20 | |
| Outlier Detection | Optdigits | AUC-ROC0.999 | 20 | |
| Anomaly Detection | Optdigits | AUC-ROC0.9972 | 17 | |
| Binary Classification | Optdigits UCI (test) | Accuracy98.7 | 17 | |
| Outlier Detection | optdigits ADBench | AUROC87.22 | 17 | |
| Outlier Detection | optdigits (Group I) | AUROC0.8722 | 14 | |
| Tabular Anomaly Detection | optdigits | F1 Score47.33 | 13 | |
| Stationary Clustering | OptDigits | ARI0.9 | 13 | |
| Binary Classification | Optdigits (test) | AUC97.6 | 13 | |
| Outlier Detection | Optdigits | AUC-PR0.985 | 11 | |
| Anomaly Detection | optdigits In-Domain | F1 Score84 | 10 | |
| Clustering | optdigits | DBI1.9067 | 10 | |
| Outlier Detection | optdigits | Precision-s74.67 | 9 | |
| Classification | Optdigits pi+=0.8 UCI (test) | Accuracy98.7 | 9 | |
| Classification | Optdigits pi+=0.5 UCI (test) | Accuracy98.8 | 9 | |
| Classification | Optdigits (pi+=0.2) UCI (test) | Accuracy99 | 9 | |
| Classification | OptDigits | Accuracy98.88 | 8 | |
| Nonstationary backward transfer | OptDigits | BWT-ARI0.063 | 7 | |
| Incremental Clustering | OptDigits | Average Incremental ARI71.2 | 7 | |
| Clustering | OptDigits | ARI0.724 | 7 | |
| Outlier Detection | optdigits (full) | Recall6.67 | 7 | |
| Multiclass Classification | optdigits | Accuracy98.5 | 5 |