Regression on UCI WINE (test)
-0.97Negative Log LikelihoodBBB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BBB2021.02 | -0.97 | — | |
| SLANG2021.02 | -0.97 | — | |
| VMG2021.02 | -0.95 | — | |
| VSD2021.02 | -0.95 | — | |
| VD2021.02 | -0.94 | — | |
| D.E2021.02 | -0.94 | — | |
| MNF2021.02 | -0.93 | — | |
| MCD2021.02 | -0.92 | — | |
| GP-RBFtype=non-parametric2026.05 | 0.165 | — | |
| Δ-UQtrials=20, train-test split=0.8-0.22022.07 | 0.91 | — | |
| MCDtrials=20, train-test split=0.8-0.22022.07 | 0.93 | — | |
| FTIPalpha=0.52026.06 | 0.95 | 17 | |
| Bethe-Diaginference_cost=single-pass2026.05 | 0.959 | — | |
| Bethe-FGinference_cost=single-pass2026.05 | 0.959 | — | |
| VIPalpha=0.52026.06 | 0.96 | 12.9 | |
| MC Dropoutinference_cost=multi-pass, samples=502026.05 | 0.967 | — | |
| DEnstrials=20, train-test split=0.8-0.22022.07 | 0.97 | — | |
| PBPtrials=20, train-test split=0.8-0.22022.07 | 0.97 | — | |
| Laplace-Fullinference_cost=single-pass2026.05 | 0.972 | — | |
| MAPinference_cost=single-pass2026.05 | 0.973 | — | |
| Deep Ensembleinference_cost=multi-pass, ensemble_size=52026.05 | 0.973 | — | |
| Bethe-Obs2026.05 | 0.977 | — | |
| VBLLinference_cost=single-pass2026.05 | 0.998 | — | |
| BNNtrials=20, train-test split=0.8-0.22022.07 | 1 | — | |
| TFSVIalpha=0.52026.06 | 1.03 | 49.5 | |
| FBNNalpha=0.52026.06 | 1.14 | 6.4 | |
| MFVIalpha=0.52026.06 | 1.14 | 5.3 | |
| MCMCData Normalization=non-normalized2025.12 | 1.21 | — | |
| HABNNData Normalization=non-normalized2025.12 | 2.89 | — | |
| SVIData Normalization=non-normalized2025.12 | 3.51 | — | |
| KBNNData Normalization=non-normalized2025.12 | 4.97 | — | |
| TAGIData Normalization=non-normalized2025.12 | 5.86 | — | |
| DRLEMethod Class=ID-GVI2023.05 | 7.13 | — | |
| DLEMethod Class=ID-GVI2023.05 | 13.73 | — | |
| DEMethod Class=ID-GVI2023.05 | 14.65 | — | |
| DropoutData Normalization=non-normalized2025.12 | 46.42 | — | |
| LaplaceData Normalization=non-normalized2025.12 | 247.9 | — | |
| PBPData Normalization=non-normalized2025.12 | 1,353 | — |