| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dataset Comparison | Isolet (test) | Average Test AUC99.61 | 42 | |
| Imbalanced Classification | isolet | F1-Score88.4 | 25 | |
| Relative Density-Ratio Estimation | Isolet | Test Squared Error-0.905 | 18 | |
| Classification | Isolet | Accuracy95.05 | 11 | |
| Clustering | L-ISOLET | AMI79.79 | 9 | |
| Tabular Classification | isolet (test) | Accuracy93.4 | 9 | |
| Clustering | Isolet | ACC61.8 | 8 | |
| Classification | Isolet (test) | Classification Error Rate4.4 | 5 | |
| Clustering | ISOLET | ARI0.632 | 4 | |
| Clustering | Isolet 30% outliers | Accuracy0.6195 | 4 | |
| Clustering | Isolet clean | ACC60.09 | 4 | |
| Classification | isolet task4 (test) | Average Accuracy80.1 | 2 | |
| Classification | isolet task3 (test) | Average Accuracy79.8 | 2 | |
| Classification | isolet task2 (test) | Average Accuracy78.8 | 2 | |
| Classification | isolet task1 (test) | Average Accuracy81 | 2 | |
| Multiclass Classification | isolet | Accuracy96.5 | 2 | |
| Model Allocation | IsoletR | AUC91 | 1 |