| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node classification | House | Accuracy77.18 | 32 | |
| Conformal Prediction | house | Volume68 | 23 | |
| Hypergraph node classification | House 50/25/25 (test) | Test Accuracy79.2 | 16 | |
| Hypergraph Node Classification | House (test) | Accuracy74.63 | 15 | |
| Node Classification | House sigma=1.0 | Mean Accuracy69.17 | 15 | |
| Node Classification | House sigma=0.6 | Mean Accuracy80.93 | 15 | |
| Classification | House 16H (10%) | PR AUC0.756 | 12 | |
| Classification | House_16H 20% | PR AUC85.8 | 12 | |
| Hypergraph Node Classification | House 1.0 (test) | Accuracy62.41 | 12 | |
| Hypergraph Node Classification | House 0.6 (test) | Accuracy73.14 | 12 | |
| Conditional Coverage for Partially Revealed Outputs | House | ERT1.71 | 11 | |
| Node Classification | House (test) | Mean Accuracy78.79 | 11 | |
| Hypergraph Node Classification | House | Accuracy73.84 | 11 | |
| Image Denoising | House | PSNR32.86 | 10 | |
| Regression | House (test) | MAE9 | 10 | |
| Vertex Classification | House 1.0 (test) | Accuracy59.93 | 10 | |
| Vertex Classification | House 0.6 (test) | Accuracy70.96 | 10 | |
| Classification | House 16H (full) | AUROC93.1 | 9 | |
| CASH | house_8L (test) | Test Error (%)10.8 | 9 | |
| Synchronization | HOUSE-4 | M-LAP Object Score-37.7 | 8 | |
| Multi-output Conformal Prediction | House | ERT (%)2.77 | 8 | |
| Regression | House | NRMSE0.155 | 6 | |
| Image Inpainting | house 80% missing pixels, sigma_e = 0 (test) | PSNR34.72 | 5 | |
| Node Classification | House class | Accuracy68.2 | 5 | |
| Image Inpainting | house | PSNR31.14 | 4 |