| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Anomaly Detection | Pendigits | AUC-ROC99.9 | 72 | |
| Classification | pendigits | Accuracy99.8 | 53 | |
| Clustering | PenDigits | ARI79 | 49 | |
| Anomaly Detection | pendigits | AUPRC97.58 | 43 | |
| Time Series Classification | PENDIGITS (test) | Accuracy97 | 40 | |
| Multivariate Time Series Classification | PenDigits | Accuracy98.71 | 33 | |
| Spectral Clustering | PenDigits | Time Cost (s)0.05 | 29 | |
| Online Class-Incremental Learning | Pendigits | Final Mean Accuracy98.2 | 26 | |
| Binary Classification | Pendigits UCI (test) | Accuracy99.6 | 17 | |
| Outlier Detection | pendigits ADBench | AUROC96.11 | 17 | |
| Clustering | Pendigits | ARI91 | 15 | |
| Tabular Anomaly Detection | pendigits | F1 Score52.56 | 14 | |
| Outlier Detection | pendigits (Group I) | AUROC92.74 | 14 | |
| Clustering | Pendigits | Average Time0.02 | 14 | |
| Binary Classification | Pendigits (test) | AUC0.979 | 13 | |
| Clustering | pendigits | Runtime (s)0.01 | 12 | |
| Clustering | pendigits | V-Measure91 | 12 | |
| Clustering | pendigits full-dataset | ARI0.91 | 12 | |
| Clustering | pendigits | Fowlkes-Mallows Index (FMI)92 | 12 | |
| Clustering | pendigits | NMI91 | 12 | |
| Clustering | pendigits | Purity96 | 12 | |
| Multivariate Time Series Classification | PenDigits | Accuracy99.13 | 10 | |
| Anomaly Detection | pendigits In-Domain | F1 Score93.08 | 10 | |
| Outlier Detection | pendigits | Precision (s)36.03 | 9 | |
| Hierarchical Clustering | PenDigits | DP81.4 | 9 |