Regression on UCI NAVAL (test)
-7.21Negative Log LikelihoodFVI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FVIN=11934, D=162026.04 | -7.21 | — | |
| GWI-DNNN=11934, D=162026.04 | -6.76 | — | |
| BNNtrials=20, train-test split=0.8-0.22022.07 | -6.12 | — | |
| Δ-UQtrials=20, train-test split=0.8-0.22022.07 | -5.86 | — | |
| DEnstrials=20, train-test split=0.8-0.22022.07 | -5.17 | — | |
| PBPtrials=20, train-test split=0.8-0.22022.07 | -4.85 | — | |
| GP-RBFtype=non-parametric2026.05 | -4.612 | — | |
| VIPalpha=0.52026.06 | -4.479 | 12.9 | |
| MCDtrials=20, train-test split=0.8-0.22022.07 | -4.45 | — | |
| FTIPalpha=0.52026.06 | -4.232 | 17 | |
| Bethe-Diaginference_cost=single-pass2026.05 | -3.141 | — | |
| DRLEMethod Class=ID-GVI2023.05 | -3.04 | — | |
| α=0.5N=11934, D=162026.04 | -2.97 | — | |
| TFSVIalpha=0.52026.06 | -2.97 | 49.5 | |
| BBBN=11934, D=162026.04 | -2.8 | — | |
| Deep Ensembleinference_cost=multi-pass, ensemble_size=52026.05 | -2.8 | — | |
| MAPinference_cost=single-pass2026.05 | -2.797 | — | |
| Laplace-Fullinference_cost=single-pass2026.05 | -2.797 | — | |
| MC Dropoutinference_cost=multi-pass, samples=502026.05 | -2.797 | — | |
| FBNNalpha=0.52026.06 | -2.797 | 6.4 | |
| MFVIalpha=0.52026.06 | -2.797 | 5.3 | |
| Bethe-Obs2026.05 | -2.735 | — | |
| VBLLinference_cost=single-pass2026.05 | -2.593 | — | |
| Bethe-FGinference_cost=single-pass2026.05 | -2.052 | — | |
| LaplaceData Normalization=non-normalized2025.12 | -1.43 | — | |
| LA-TNKMN=11934, D=162026.04 | -1.16 | — | |
| DEMethod Class=ID-GVI2023.05 | -0.4 | — | |
| TAGIData Normalization=non-normalized2025.12 | -0.2 | — | |
| SP-BTNN=11934, D=162026.04 | 1.37 | — | |
| MF-BTNN=11934, D=162026.04 | 1.42 | — | |
| VMG2021.02 | 2.46 | — | |
| HABNNData Normalization=non-normalized2025.12 | 2.88 | — | |
| DLEMethod Class=ID-GVI2023.05 | 3.46 | — | |
| MNF2021.02 | 3.96 | — | |
| BBB2021.02 | 4.61 | — | |
| SLANG2021.02 | 4.76 | — | |
| MCD2021.02 | 4.76 | — | |
| VD2021.02 | 4.81 | — | |
| VSD2021.02 | 4.83 | — | |
| D.E2021.02 | 5.63 | — | |
| SVIData Normalization=non-normalized2025.12 | 8.27 | — | |
| KBNNData Normalization=non-normalized2025.12 | 9.68 | — |