Regression on Boston UCI (test)
0.2RMSELA-BNN
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LA-BNN2026.04 | 0.2 | — | — | — | — | — | — | — | — | — | — | 46 | — | — | — | — | |
| LA-TNKM2026.04 | 0.63 | — | — | — | — | — | — | — | — | — | — | 5 | — | — | — | — | |
| SP-BTN2026.04 | 0.77 | — | — | — | — | — | — | — | — | — | — | 13 | — | — | — | — | |
| MF-BTN2026.04 | 1.02 | — | — | — | — | — | — | — | — | — | — | 5 | — | — | — | — | |
| KSIVIruns=102026.01 | 2.555 | — | — | — | — | — | — | 2.506 | — | — | — | — | — | — | — | — | |
| NE-GMM2026.03 | 2.556 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SIVIruns=102026.01 | 2.621 | — | — | — | — | — | — | 2.481 | — | — | — | — | — | — | — | — | |
| VSD2021.02 | 2.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VSD2023.06 | 2.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ensemble-NN2026.03 | 2.676 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VMG2021.02 | 2.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDN2026.03 | 2.766 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SVGDType=Baselines2026.06 | 2.776 | — | — | — | — | — | — | 2.492 | — | — | — | — | — | — | — | — | |
| SIVI-SMruns=102026.01 | 2.785 | — | — | — | — | — | — | 2.542 | — | — | — | — | — | — | — | — | |
| MCD2021.02 | 2.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCD2023.06 | 2.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| β-NLL2026.03 | 2.836 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SampleNet2026.03 | 2.856 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGLDruns=102026.01 | 2.857 | — | — | — | — | — | — | 3.094 | — | — | — | — | — | — | — | — | |
| ETD-SR-Mom (IS)Type=Score-guided, Importance Sampling=true2026.06 | 2.895 | — | — | — | — | — | — | 2.495 | — | — | — | — | — | — | — | — | |
| ETD-SR-MomType=Score-guided2026.06 | 2.913 | — | — | — | — | — | — | 2.498 | — | — | — | — | — | — | — | — | |
| SGLDType=Baselines2026.06 | 2.938 | — | — | — | — | — | — | 2.513 | — | — | — | — | — | — | — | — | |
| MNF2021.02 | 2.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VD2021.02 | 2.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETD-SR-Maha (IS)Type=Score-guided, Importance Sampling=true2026.06 | 3.006 | — | — | — | — | — | — | 2.53 | — | — | — | — | — | — | — | — | |
| GPR + HMCM (Number of inducing points)=N/A (Full GP), q(theta) (Posterior approximation configuration)=-2022.11 | 3.049 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETD-BAL-MomType=Score-free2026.06 | 3.115 | — | — | — | — | — | — | 2.625 | — | — | — | — | — | — | — | — | |
| NGBoost2026.03 | 3.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETD-UB-MomType=Score-free2026.06 | 3.186 | — | — | — | — | — | — | 2.621 | — | — | — | — | — | — | — | — | |
| ETD-BAL-EucType=Score-free2026.06 | 3.186 | — | — | — | — | — | — | 2.625 | — | — | — | — | — | — | — | — | |
| SLANG2021.02 | 3.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D.E2021.02 | 3.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JointHMCM (Number of inducing points)=100, q(theta) (Posterior approximation configuration)=free-form2022.11 | 3.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGPR + HMCM (Number of inducing points)=100, q(theta) (Posterior approximation configuration)=free-form2022.11 | 3.286 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGPRM (Number of inducing points)=100, q(theta) (Posterior approximation configuration)=delta2022.11 | 3.291 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBB2021.02 | 3.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCA+ESSmode=SI2023.06 | 3.453 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCA+VImode=SI2023.06 | 3.457 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIBERpartition=LAST2023.06 | 3.478 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIBERpartition=SECOND2023.06 | 3.488 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGD2023.06 | 3.504 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWAG2023.06 | 3.517 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SVGPM (Number of inducing points)=100, q(theta) (Posterior approximation configuration)=delta2022.11 | 3.619 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FBGPM (Number of inducing points)=100, q(theta) (Posterior approximation configuration)=free-form (Z, theta)2022.11 | 3.845 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AGF-SVGDType=Baselines2026.06 | 5.761 | — | — | — | — | — | — | 3.419 | — | — | — | — | — | — | — | — | |
| BBBN=506, D=132026.04 | — | — | — | — | — | — | — | 2.76 | — | — | — | — | — | — | — | — | |
| Bethe-Diaginference_cost=single-pass, backbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 2.806 | — | — | — | — | — | — | — | — | |
| Bethe-FGinference_cost=single-pass, backbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 2.843 | — | — | — | — | — | — | — | — | |
| Bethe-Obsbackbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 2.86 | — | — | — | — | — | — | — | — | |
| CCL2023.05 | — | — | 0.11 | 0.34 | 1.1 | 5.3 | 90 | — | — | — | — | — | — | — | — | — | |
| CQR2023.05 | — | — | 0.049 | 0.24 | 0.72 | 7.1 | 82 | — | — | — | — | — | — | — | — | — | |
| Deep Ensembleinference_cost=multi-pass, ensemble_size=5, backbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 2.716 | — | — | — | — | — | — | — | — | |
| DeepEnsemble2023.05 | — | — | 0.06 | 0.27 | 1 | 8.5 | 90 | — | — | — | — | — | — | — | — | — | |
| DGPdepth=22021.07 | — | -2.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGPdepth=32021.07 | — | -2.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGPdepth=42021.07 | — | -2.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGPdepth=52021.07 | — | -2.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGP2023.05 | — | — | 0.11 | 0.36 | 1.1 | 4.6 | 75 | — | — | — | — | — | — | — | — | — | |
| DGP2026.05 | — | -1.18 | — | — | — | — | — | — | — | — | — | — | 0.46 | — | — | — | |
| DIWPdepth=42021.07 | — | -2.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DKL2026.05 | — | -0.42 | — | — | — | — | — | — | — | — | — | — | 0.13 | — | — | — | |
| DWPdepth=22021.07 | — | -2.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DWPdepth=32021.07 | — | -2.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DWPdepth=42021.07 | — | -2.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DWPdepth=52021.07 | — | -2.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ensemble-NNprediction interval=95%, evaluation=average of 20 train-test splits2026.03 | — | — | — | — | — | — | — | — | 82.5 | — | — | — | — | — | — | — | |
| Evidential2025.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.63 | — | — | |
| EXACT GPN=506, D=132026.04 | — | — | — | — | — | — | — | 2.46 | — | — | — | — | — | — | — | — | |
| FBNNalpha=0.52026.06 | — | — | — | — | — | — | — | 3.46 | — | — | — | — | — | — | 6.4 | — | |
| FSP-LAPLACE2024.07 | — | -0.641 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTIPalpha=0.52026.06 | — | — | — | — | — | — | — | 2.64 | — | — | — | — | — | — | 17 | — | |
| FVI2024.07 | — | -0.512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FVIN=506, D=132026.04 | — | — | — | — | — | — | — | 2.33 | — | — | — | — | — | — | — | — | |
| GP2024.07 | — | -1.136 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GP-RBFtype=non-parametric2026.05 | — | — | — | — | — | — | — | 3.244 | — | — | — | — | — | — | — | — | |
| GWI-DNNN=506, D=132026.04 | — | — | — | — | — | — | — | 2.27 | — | — | — | — | — | — | — | — | |
| HNN2023.05 | — | — | 0.065 | 0.25 | 0.96 | 8.9 | 88 | — | — | — | — | — | — | — | — | — | |
| ISR2023.05 | — | — | 0.057 | 0.27 | 0.95 | 7.9 | 88 | — | — | — | — | — | — | — | — | — | |
| KSPCA-GP2026.05 | — | -0.99 | — | — | — | — | — | — | — | — | — | — | 0.38 | — | — | — | |
| LA-BNN2026.04 | — | — | — | — | — | — | — | — | — | 100 | 14.99 | — | — | — | — | — | |
| LA-BNNN=506, D=132026.04 | — | — | — | — | — | — | — | 2.1 | — | — | — | — | — | — | — | — | |
| LA-TNKM2026.04 | — | — | — | — | — | — | — | — | — | 90 | 2.07 | — | — | — | — | — | |
| LA-TNKMN=506, D=132026.04 | — | — | — | — | — | — | — | 0.95 | — | — | — | — | — | — | — | — | |
| LAPLACE2024.07 | — | -0.733 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Laplace-Fullinference_cost=single-pass, backbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 2.721 | — | — | — | — | — | — | — | — | |
| MAP2024.07 | — | -0.906 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAPinference_cost=single-pass, backbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 2.748 | — | — | — | — | — | — | — | — | |
| MAQR2023.05 | — | — | 0.051 | 0.25 | 1.1 | 9.1 | 88 | — | — | — | — | — | — | — | — | — | |
| MC Dropoutinference_cost=multi-pass, samples=50, backbone=single hidden layer of width H = 50, tanh activations2026.05 | — | — | — | — | — | — | — | 3.176 | — | — | — | — | — | — | — | — | |
| MC-Dropout2025.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.02 | — | — | |
| MCDrop2023.05 | — | — | 0.14 | 0.22 | 1.9 | 8.6 | 95 | — | — | — | — | — | — | — | — | — | |
| MDNprediction interval=95%, evaluation=average of 20 train-test splits2026.03 | — | — | — | — | — | — | — | — | 89.5 | — | — | — | — | — | — | — | |
| MF-BTN2026.04 | — | — | — | — | — | — | — | — | — | 93 | 3.9 | — | — | — | — | — | |
| MF-BTNN=506, D=132026.04 | — | — | — | — | — | — | — | 1.45 | — | — | — | — | — | — | — | — | |
| MFVIalpha=0.52026.06 | — | — | — | — | — | — | — | 3.62 | — | — | — | — | — | — | 5.3 | — | |
| MMD2023.05 | — | — | 0.18 | 0.41 | 1.3 | 10 | 97 | — | — | — | — | — | — | — | — | — | |
| MVEObjective Function=beta_NLL = 1.02025.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.51 | — | — | |
| MVEObjective Function=Natural2025.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.24 | — | — | |
| MVEInference Family=Ensembles2025.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.43 | — | — | |
| MVEInference Family=BBB2025.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.98 | — | — |