Regression on UCI Concrete (test)
-3.35Neg Log LikelihoodMNF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MNF2021.02 | -3.35 | — | |
| BBB2021.02 | -3.25 | — | |
| DGPdepth=52021.07 | -3.14 | — | |
| SLANG2021.02 | -3.13 | — | |
| DWPdepth=22021.07 | -3.13 | — | |
| DWPdepth=52021.07 | -3.13 | — | |
| DWPdepth=42021.07 | -3.12 | — | |
| DWPdepth=32021.07 | -3.11 | — | |
| DGPdepth=42021.07 | -3.11 | — | |
| DGPdepth=22021.07 | -3.1 | — | |
| DGPdepth=32021.07 | -3.08 | — | |
| DIWPdepth=42021.07 | -3.08 | — | |
| VD2021.02 | -3.07 | — | |
| D.E2021.02 | -3.06 | — | |
| VMG2021.02 | -3.01 | — | |
| MCD2021.02 | -2.97 | — | |
| VSD2021.02 | -2.97 | — | |
| Tree-GEPSearch Algorithm=Evolutionary Algorithm (TreeGEP)2022.10 | 0.2812 | — | |
| SOTSearch Algorithm=Symbolical-Optimal-Transport (SOT)2022.10 | 0.2872 | — | |
| GreedySearch Algorithm=Greedy search2022.10 | 0.3254 | — | |
| HellingerSearch Algorithm=BO with Hellinger kernel-kernel2022.10 | 0.6633 | — | |
| MCDtrials=20, train-test split=0.8-0.22022.07 | 2.93 | — | |
| PBPtrials=20, train-test split=0.8-0.22022.07 | 3.04 | — | |
| Δ-UQtrials=20, train-test split=0.8-0.22022.07 | 3.09 | — | |
| DEnstrials=20, train-test split=0.8-0.22022.07 | 3.2 | — | |
| BNNtrials=20, train-test split=0.8-0.22022.07 | 3.22 | — | |
| Deep Ensembleinference_cost=multi-pass, ensemble_size=52026.05 | 3.282 | — | |
| Laplace-Fullinference_cost=single-pass2026.05 | 3.324 | — | |
| MAPinference_cost=single-pass2026.05 | 3.326 | — | |
| MC Dropoutinference_cost=multi-pass, samples=502026.05 | 3.364 | — | |
| Bethe-FGinference_cost=single-pass2026.05 | 3.416 | — | |
| VIPalpha=0.52026.06 | 3.48 | 12.9 | |
| FTIPalpha=0.52026.06 | 3.48 | 17 | |
| Bethe-Diaginference_cost=single-pass2026.05 | 3.482 | — | |
| Bethe-Obs2026.05 | 3.499 | — | |
| VBLLinference_cost=single-pass2026.05 | 3.506 | — | |
| GP-RBFtype=non-parametric2026.05 | 3.831 | — | |
| TFSVIalpha=0.52026.06 | 3.91 | 49.5 | |
| FBNNalpha=0.52026.06 | 4.07 | 6.4 | |
| MFVIalpha=0.52026.06 | 4.22 | 5.3 | |
| MCMCData Normalization=non-normalized2025.12 | 4.39 | — | |
| TAGIData Normalization=non-normalized2025.12 | 4.95 | — | |
| DLEMethod Class=ID-GVI2023.05 | 5.11 | — | |
| HABNNData Normalization=non-normalized2025.12 | 5.59 | — | |
| SVIData Normalization=non-normalized2025.12 | 5.63 | — | |
| DEMethod Class=ID-GVI2023.05 | 6.1 | — | |
| DRLEMethod Class=ID-GVI2023.05 | 8.3 | — | |
| KBNNData Normalization=non-normalized2025.12 | 8.69 | — | |
| PBPData Normalization=non-normalized2025.12 | 11.43 | — | |
| LaplaceData Normalization=non-normalized2025.12 | 17,909 | — | |
| DropoutData Normalization=non-normalized2025.12 | 23,410 | — |