Kin8nm
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | Kin8nm | RMSE0.079 | 24 | |
| Hyperparameter Optimization | Kin8nm XGB (test) | Final Simple Regret0.0073 | 22 | |
| Hyperparameter Optimization | Kin8nm LGBM (test) | Final Simple Regret0.0078 | 22 | |
| Regression | Kin8nm | Posterior Probability P(< MAP)100 | 22 | |
| Regression | kin8nm | NCIW0.194 | 22 | |
| Regression | Kin8nm UCI (test) | RMSE0.078 | 18 | |
| Bayesian neural network regression | Kin8nm (test) | RMSE0.087 | 12 | |
| Regression | Kin8nm (no contamination) | RMSE0.132 | 11 | |
| Regression | Kin8nm 10% outlier contamination (test) | RMSE0.136 | 11 | |
| Regression | kin8nm | Interval Score Loss0.327 | 11 | |
| Regression | kin8nm | Quantile Loss0.0041 | 11 | |
| Feature Selection | KIN8NM | Fidelity0.5146 | 10 | |
| Regression | Kin8nm | NLL-1.24 | 10 | |
| Regression | kin8nm (test) | Test Log Likelihood1.4 | 9 | |
| Regression | kin8nm CV (test) | R2 Score0.92 | 8 | |
| Regression | Kin8nm OOD rescaled by 0.1 non-normalized UCI (test) | RMSE0.26 | 8 | |
| Regression | Kin8nm | Relative Percentage Error1 | 8 | |
| Regression | Kin8nm | Avg NLL Relative Percentage22 | 8 | |
| Bayesian Neural Network Inference | Kin8nm UCI (test) | Test Log-Likelihood1.25 | 8 | |
| Regression | Kin8nm UCI rescaled 3x std normalized (test) | RMSE0.25 | 7 | |
| Multivariate Regression | Kin8nm | MSE0.0327 | 6 | |
| Prediction Interval estimation | kin8nm (test) | PICP91.89 | 6 | |
| Regression | Kin8nm UCI | Ensemble CRPS0.039 | 6 | |
| Regression | UCI Kin8nm | W1 Error0.07 | 6 | |
| Regression | Kin8nm | Average Training Time (s)1.507 | 6 |
Showing 25 of 39 rows