| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | Swiss Roll d = 1000 (cross-validation) | Median SSE458.2 | 9 | |
| Classification | Swiss Roll (test) | Accuracy96.7 | 9 | |
| Manifold embedding | Swiss Roll (mean) | Correlation0.8575 | 5 | |
| Manifold embedding | Swiss Roll (view 2) | Correlation0.9289 | 5 | |
| Manifold embedding | Swiss Roll (view 1) | Correlation0.8235 | 5 | |
| Clustering | Swiss roll | Homogeneity82 | 5 | |
| Distance matrix comparison | Swiss roll (test) | Pearson Correlation0.702 | 4 | |
| Manifold Learning | Swiss Roll | Correlation (View 1)0.9771 | 3 |