Regression on Synthetic Step functions deterministic R matrix (test)
0.02MSETabRel
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabRel2025.12 | 0.02 | 0.02 | 98 | 0.02 | |
| LightGBMRelational Info=rel-s features2025.12 | 0.05 | 0.03 | 96 | 0.03 | |
| Relationship-Aware Nadaraya-Watson Kernel RegressionRelational Info=+ relations2025.12 | 0.12 | 0.04 | 89 | 0.04 | |
| LightGBMRelational Info=no rel-s info2025.12 | 0.2 | 0.03 | 82 | 0.03 | |
| NWRelational Info=no rel-s info2025.12 | 0.26 | 0.08 | 78 | 0.06 | |
| NWRelational Info=rel-s features2025.12 | 0.97 | 0.04 | 15 | 0.05 |