| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-view Clustering | ALOI | Accuracy89.4 | 57 | |
| Anomaly Detection | aloi ADBench | F1 Score14.91 | 52 | |
| Classification | aloi | Classification Accuracy95.7 | 26 | |
| Anomaly Detection | aloi | AUPRC10.4 | 25 | |
| Anomaly Detection | aloi | AUROC79.2 | 25 | |
| Outlier Detection | ALOI (test) | AUC (Test)0.828 | 19 | |
| Anomaly Detection | ALOI ADBench (test) | AP16 | 19 | |
| Annotator Modeling | aloi | AUROC88.7 | 18 | |
| Outlier Detection | ALOI (historical) | AUROC56.72 | 17 | |
| Clustering | ALOI-100 | Accuracy82.21 | 16 | |
| Outlier Detection | ALOI (Group II) | AUROC56.72 | 14 | |
| Unsupervised Feature Selection | Aloi | NMI77.45 | 14 | |
| Multi-view Clustering | ALOI 100 | ACC91.13 | 14 | |
| Multi-class Classification | Aloi | Loss0.0458 | 12 | |
| Clustering (Shape) | ALOI | NMI1 | 8 | |
| Clustering (Color) | ALOI | NMI100 | 8 | |
| Clustering | ALOI alignment rate 0.3, incomplete rate 0.5 | Accuracy72.26 | 7 | |
| Multi-class Classification | Aloi (AL) | Accuracy96.08 | 7 | |
| Classification | aloi | Balanced Accuracy97.423 | 7 | |
| Image Denoising | ALOI fish (test) | MSE55.58 | 3 | |
| Image Denoising | ALOI board (test) | MSE68.87 | 3 | |
| Image Denoising | ALOI person (test) | MSE79.35 | 3 | |
| Image Denoising | ALOI duck (test) | MSE69.7 | 3 | |
| Clustering | ALOI 14x6x6 1000 classes | ARI29.2 | 3 | |
| Clustering | ALOI 5x5x5 1000 classes | ARI26.7 | 3 |