Branin

Benchmarks

Task Name	Dataset Name	SOTA Result
Surrogate Modeling	Branin 2D	Normalized RMSE0.62	16
Offline Model-Based Optimization	Branin	90th Percentile Oracle Score-3,468	16
Bayesian Optimization	Branin	Normalized Utility98.8	11
Active Learning	Branin (test)	RMSE0.17	10
Stochastic Lipschitz Optimization	Branin	Simple Regret0.014	10
Bayesian Optimization	Modified Branin	Final Cumulative Regret685.02	9
Bayesian Optimization	Branin	Mean Stopping Iteration11.9	7
Empirical Coverage Estimation	Branin	Empirical Coverage (90%)100	7
Continuous Optimisation	Branin 02	Mean Best Fitness6.04	6
Continuous Optimisation	Branin 02	Best Fitness0	6
Continuous Optimization	Branin 02	Std Dev of Mean Best Fitness0.404	6
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
Main-effect function estimation	branin High dependence Synthetic	ORMSE0.732	3
Main-effect function estimation	branin Low dependence Synthetic	ORMSE0.434	3
Main-effect function estimation	branin Independent Synthetic	ORMSE0.105	3

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