Regression on CA Housing
0.4303RMSECatBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CatBoostHyperparameter Setting=Default2024.12 | 0.4303 | — | — | — | |
| CatBoostHyperparameter Setting=Searched2024.12 | 0.4317 | — | — | — | |
| XGBoostHyperparameter Setting=Searched2024.12 | 0.4338 | — | — | — | |
| DOFENHyperparameter Setting=Default2024.12 | 0.4584 | — | — | — | |
| FT-TransformerHyperparameter Setting=Searched2024.12 | 0.4597 | — | — | — | |
| XGBoostHyperparameter Setting=Default2024.12 | 0.4622 | — | — | — | |
| FT-TransformerHyperparameter Setting=Default2024.12 | 0.4677 | — | — | — | |
| TromptHyperparameter Setting=Default2024.12 | 0.4793 | — | — | — | |
| GRANDEHyperparameter Setting=Default2024.12 | 0.481 | — | — | — | |
| NODE-GA2MScale=×12025.09 | 0.503 | — | — | — | |
| GAMI-NETScale=×12025.09 | 0.528 | — | — | — | |
| SDAMIScale=×12025.09 | 0.529 | — | — | — | |
| DNNScale=×12025.09 | 0.531 | — | — | — | |
| LASSONETScale=×12025.09 | 0.536 | — | — | — | |
| NODE-GAMScale=×12025.09 | 0.571 | — | — | — | |
| NAMScale=×12025.09 | 0.579 | — | — | — | |
| Relevance PursuitNoise Distribution=Student-t2024.10 | 0.635 | — | — | — | |
| Relevance PursuitNoise Distribution=Laplace2024.10 | 0.651 | — | — | — | |
| StandardNoise Distribution=Uniform2024.10 | 0.71 | — | — | — | |
| LASSOScale=×12025.09 | 0.731 | — | — | — | |
| Relevance PursuitNoise Distribution=Uniform2024.10 | 0.739 | — | — | — | |
| fSpAMScale=×12025.09 | 0.821 | — | — | — | |
| Relevance PursuitNoise Distribution=Constant2024.10 | 1 | — | — | — | |
| StandardNoise Distribution=Laplace2024.10 | 1.1 | — | — | — | |
| Student-tNoise Distribution=Uniform2024.10 | 1.16 | — | — | — | |
| HuberNoise Distribution=Laplace2024.10 | 1.16 | — | — | — | |
| LaplaceNoise Distribution=Uniform2024.10 | 1.17 | — | — | — | |
| Student-tNoise Distribution=Constant2024.10 | 1.17 | — | — | — | |
| Huber + ProjectionNoise Distribution=Constant2024.10 | 1.17 | — | — | — | |
| HuberNoise Distribution=Student-t2024.10 | 1.17 | — | — | — | |
| LaplaceNoise Distribution=Laplace2024.10 | 1.17 | — | — | — | |
| Student-tNoise Distribution=Student-t2024.10 | 1.17 | — | — | — | |
| HuberNoise Distribution=Student-t2024.10 | 1.17 | — | — | — | |
| Huber + ProjectionNoise Distribution=Uniform2024.10 | 1.18 | — | — | — | |
| LaplaceNoise Distribution=Constant2024.10 | 1.18 | — | — | — | |
| HuberNoise Distribution=Constant2024.10 | 1.18 | — | — | — | |
| Student-tNoise Distribution=Student-t2024.10 | 1.18 | — | — | — | |
| LaplaceNoise Distribution=Student-t2024.10 | 1.18 | — | — | — | |
| Student-tNoise Distribution=Laplace2024.10 | 1.18 | — | — | — | |
| Huber + ProjectionNoise Distribution=Laplace2024.10 | 1.18 | — | — | — | |
| LaplaceNoise Distribution=Student-t2024.10 | 1.18 | — | — | — | |
| HuberNoise Distribution=Uniform2024.10 | 1.19 | — | — | — | |
| Huber + ProjectionNoise Distribution=Student-t2024.10 | 1.19 | — | — | — | |
| LaplaceNoise Distribution=Laplace2024.10 | 1.2 | — | — | — | |
| Huber + ProjectionNoise Distribution=Laplace2024.10 | 1.2 | — | — | — | |
| Huber + ProjectionNoise Distribution=Student-t2024.10 | 1.21 | — | — | — | |
| Student-tNoise Distribution=Laplace2024.10 | 1.21 | — | — | — | |
| HuberNoise Distribution=Laplace2024.10 | 1.23 | — | — | — | |
| Relevance PursuitNoise Distribution=Student-t2024.10 | 1.24 | — | — | — | |
| StandardNoise Distribution=Student-t2024.10 | 1.34 | — | — | — | |
| StandardNoise Distribution=Laplace2024.10 | 1.57 | — | — | — | |
| Relevance PursuitNoise Distribution=Laplace2024.10 | 2.06 | — | — | — | |
| StandardNoise Distribution=Constant2024.10 | 2.28 | — | — | — | |
| StandardNoise Distribution=Student-t2024.10 | 2.92 | — | — | — | |
| ALEATORIC-R-cConfidence Level=95%, Conformalized=true2025.07 | — | — | — | 0.342 | |
| CLEARConfidence Level=95%, Conformalized=false2025.07 | — | — | — | 0.311 | |
| CLEAR-cConfidence Level=95%, Conformalized=true2025.07 | — | — | — | 0.312 | |
| FT-TransformerParams=1.2M+, Footprint=25 MB, Interpretability=Post-hoc2026.01 | — | — | 0.197 | — | |
| GANDALFParams=200K+, Footprint=5 MB, Interpretability=None2026.01 | — | — | 0.202 | — | |
| HuberLikelihood=Student-t, Noise level=100% Laplace2024.10 | — | 6.41 | — | — | |
| HuberLikelihood=Laplace, Noise level=100% Laplace2024.10 | — | 3.27 | — | — | |
| Huber + ProjectionLikelihood=Student-t, Noise level=100% Laplace2024.10 | — | 6.83 | — | — | |
| Huber + ProjectionLikelihood=Laplace, Noise level=100% Laplace2024.10 | — | 6.64 | — | — | |
| LaplaceLikelihood=Student-t, Noise level=100% Laplace2024.10 | — | 6.52 | — | — | |
| LaplaceLikelihood=Laplace, Noise level=100% Laplace2024.10 | — | 3.33 | — | — | |
| PCS-EPISTEMIC-cConfidence Level=95%, Conformalized=true2025.07 | — | — | — | 0.329 | |
| Relevance PursuitLikelihood=Student-t, Noise level=100% Laplace2024.10 | — | 1.79 | — | — | |
| Relevance PursuitLikelihood=Laplace, Noise level=100% Laplace2024.10 | — | 2.24 | — | — | |
| StandardLikelihood=Student-t, Noise level=100% Laplace2024.10 | — | 2.08 | — | — | |
| StandardLikelihood=Laplace, Noise level=100% Laplace2024.10 | — | 1.88 | — | — | |
| StructuralCFNParams=545, Footprint=22 KB, Interpretability=Intrinsic2026.01 | — | — | 0.23 | — | |
| Student-tLikelihood=Student-t, Noise level=100% Laplace2024.10 | — | 7.41 | — | — | |
| Student-tLikelihood=Laplace, Noise level=100% Laplace2024.10 | — | 2.92 | — | — | |
| UACQR-PConfidence Level=95%, Conformalized=false2025.07 | — | — | — | 0.366 | |
| UACQR-SConfidence Level=95%, Conformalized=false2025.07 | — | — | — | 0.405 |