Regression on Birds
0.226MSENadaraya-Watson
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Nadaraya-Watsonrelationship_information=features2025.12 | 0.226 | 0.036 | 0.214 | 0.083 | |
| Relationship-Aware Nadaraya-Watson Kernel Regressionmode=relations, normalization=L2 norm2025.12 | 0.235 | 0.033 | 0.178 | 0.096 | |
| Relationship-Aware Nadaraya-Watson Kernel Regressionmode=relations, normalization=learnable norm2025.12 | 0.236 | 0.032 | 0.176 | 0.09 | |
| Relationship-Aware Nadaraya-Watson Kernel Regressionmode=relations, additional_layer=MLP2025.12 | 0.237 | 0.032 | 0.172 | 0.097 | |
| Nadaraya-Watsonrelationship_information=none2025.12 | 0.24 | 0.035 | 0.162 | 0.088 | |
| LightGBMrelationship_information=none2025.12 | 0.257 | 0.032 | 0.102 | 0.083 | |
| LightGBMrelationship_information=features2025.12 | 0.257 | 0.032 | 0.104 | 0.08 | |
| TabRel2025.12 | 0.28 | 0.03 | 0.03 | 0.13 |