| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dataset Comparison | Isolet (test) | Average Test AUC99.61 | 42 | |
| Binary Classification | ISOLET 2Classes | Accuracy98.97 | 27 | |
| Imbalanced Classification | isolet | F1-Score88.4 | 25 | |
| Classification | ISOLET 5-Class Subset (test) | Accuracy88.78 | 24 | |
| Classification | ISOLET 7-class | Accuracy88.73 | 24 | |
| Classification | ISOLET-6Classes | Accuracy88.24 | 24 | |
| Classification | ISOLET 3-class | Accuracy97.59 | 24 | |
| Classification | ISOLET 8Classes | Accuracy91.39 | 24 | |
| Classification | ISOLET 4-class | Accuracy95.28 | 24 | |
| Classification | ISOLET 9Classes | Accuracy90.49 | 24 | |
| Clustering | Isolet | ARI0.435 | 19 | |
| Relative Density-Ratio Estimation | Isolet | Test Squared Error-0.905 | 18 | |
| Classification | Isolet | Accuracy95.05 | 11 | |
| Intrinsic Dimension Estimation | ISOLET | Dimension Estimate54.22 | 10 | |
| 10-Class Classification | ISOLET 10Classes | Accuracy (16D)75.67 | 9 | |
| Clustering | Isolet | Clustering Purity58 | 9 | |
| Clustering | L-ISOLET | AMI79.79 | 9 | |
| Tabular Classification | isolet (test) | Accuracy93.4 | 9 | |
| Classification | ISOLET | Accuracy96.58 | 8 | |
| Clustering | Isolet (UCI) | ARI47.51 | 8 | |
| Clustering | Isolet | ACC61.8 | 8 | |
| Nonstationary backward transfer | Isolet | BWT ARI-0.04 | 7 | |
| Incremental Clustering | Isolet | Avg Inc ARI0.58 | 7 | |
| Regression | Isolet | Coverage (alpha=0.10)90.29 | 5 | |
| Classification | Isolet (test) | Classification Error Rate4.4 | 5 |