Branin
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Surrogate Modeling | Branin 2D | Normalized RMSE0.62 | 16 | |
| Offline Model-Based Optimization | Branin | 90th Percentile Oracle Score-3,468 | 16 | |
| Stochastic Lipschitz Optimization | Branin | Simple Regret0.014 | 10 | |
| Empirical Coverage Estimation | Branin | Empirical Coverage (90%)100 | 7 | |
| Global Optimization | Branin D=2, T=128 | Stopping Time19 | 6 | |
| Meta-Regression | Rand. Branin (meta-test) | Test Log-Likelihood-1.854 | 6 | |
| Meta-Learning | Rand. Branin (meta-test) | Calibration Error0.095 | 6 | |
| Global Optimization | Branin | Best Objective Value-0.041 | 6 | |
| Predictive Distribution Evaluation | Branin 4000 points (test) | KS-PIT0.11 | 5 | |
| Sequential optimization | Branin Dim 2 | AUC67 | 5 |
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