| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | House sigma=1.0 | Mean Accuracy69.17 | 15 | |
| Node Classification | House sigma=0.6 | Mean Accuracy80.93 | 15 | |
| Hypergraph Node Classification | House 1.0 (test) | Accuracy62.41 | 12 | |
| Hypergraph Node Classification | House 0.6 (test) | Accuracy73.14 | 12 | |
| Node Classification | House (test) | Mean Accuracy78.79 | 11 | |
| Hypergraph Node Classification | House | Accuracy73.84 | 11 | |
| Regression | House (test) | MAE9 | 10 | |
| Vertex Classification | House 1.0 (test) | Accuracy59.93 | 10 | |
| Vertex Classification | House 0.6 (test) | Accuracy70.96 | 10 | |
| CASH | house_8L (test) | Test Error (%)10.8 | 9 | |
| Node Classification | House class | Accuracy68.2 | 5 | |
| Regression | House_16H | MSE0.321 | 2 | |
| Correlation Coefficient Analysis | House grayscale image (test) | Horizontal Correlation (Original)0.9854 | 2 | |
| Exemplar-based 3D Generation | house | SS-FID0.91 | 2 | |
| Multi-Robot Coverage Path Planning | house2 | Metric- | 0 | |
| Multi-Robot Coverage Path Planning | house 1 | Metric- | 0 | |
| Tabular Regression | house 8L (test) | Metric- | 0 |