Hartmann

Benchmarks

Task Name	Dataset Name	SOTA Result
Surrogate Modeling	Hartmann 6D	Normalized RMSE0.63	16
Surrogate Modeling	Hartmann 3D	Normalized RMSE0.26	16
Black-box Optimization	Hartmann3	Average CPU Time (s)0.51	13
Bayesian Optimization	Hartmann Complicated	Final Cumulative Expected Regret75.35	9
Bayesian Optimization	Hartmann	Cumulative Regret63.18	9
Stochastic Lipschitz Optimization	Hartmann	Simple Regret (x10^-2)0.027	9
Bayesian Optimization	Hartmann d=6 synthetic (round 10)	Relative Batch Instantaneous Regret6	9
Bayesian Optimization	Hartmann d=6	Relative Batch Instantaneous Regret0.32	8
Bayesian Optimisation	Hartmann 6D	Time per Iteration (s)0.19	7
Global Optimization	Hartmann 6 (D=6, T=64)	Stopping Time26	6
Global Optimization	Hartmann 3 D=3, T=64	Stopping Time14	6
Bayesian Optimization	Hartmann3 d+1=3	Average Regret0.26	6
Meta-Learning	Rand. Hartmann6 (meta-test)	Calibration Error0.044	6
Black-box Optimization	Hartmann	Best Observed Value3.863	5
Sequential optimization	Hartmann Dim 6	AUC27	5
Sequential optimization	Hartmann Dim 3	AUC68	5
Synthetic Function Optimization	Hartmann 6D (500 evaluations)	Mean Objective Value2.619	4
Synthetic Function Optimization	Hartmann 300 evaluations 6D	Mean Objective Value2.857	4
Bayesian Optimization	Hartmann 6-D	Simple Regret0.389	3
Bayesian Optimization	Hartmann-6D	Final Best Performance2.74	3
Bayesian Optimization	Embedded Hartmann 6 (d=100)	Relative Batch Instantaneous Regret0.035	3
Local Optimization	Hartmann 6D (test)	Runtime (s)0.37	2

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