Regression on Yacht (Average NLL Relative Percentage, Actual NLL)
1.23Actual NLLBDKN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BDKNExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 1.23 | — | |
| DKLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 1.74 | — | |
| VBLLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 1.89 | — | |
| GPExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=322026.07 | 2.07 | — | |
| DEExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 2.1 | — | |
| LDBLLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 2.79 | — | |
| MCMC2025.12 | 3.56 | 0.46 | |
| MFVIExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 3.75 | — | |
| SVI2025.12 | 3.77 | 0.18 | |
| BLLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.07 | 3.77 | — | |
| HABNN2025.12 | 4.27 | 0.27 | |
| KBNN2025.12 | 4.37 | 0.2 | |
| TAGI2025.12 | 5.84 | 203.05 | |
| PBP2025.12 | 7.06 | 0.14 | |
| Laplace2025.12 | 2,171 | 0.95 | |
| Dropout2025.12 | 10,807 | 0.24 |