ResearchBenchmarksMathematical Optimization on 4D Rosenbrock landscapeFollow10Convergence Rate Change (%)AS-CMA1.683.8468.16Jan 14, 2026Evaluation ResultsMethodMethodLinksConvergence Rate Change (%)Convergence Time Change (%)Convergence Cost Change (%)Convergence Rate (Fine)Convergence Rate (Coarse)Convergence Time (Fine)Convergence Time (Coarse)Convergence Cost (Fine)Convergence Cost (Coarse)AS-CMAComparison Baseline=Ba...Comparison Baseline=Bayesian optimization, Baseline Static Time=2.5 minutes2026.0110-83-88——————AS-CMAThreshold=FineThreshold=Fine2026.019-85-80——————AS-CMAThreshold=CoarseThreshold=Coarse2026.012-90-80——————AS-CMAbaseline=relative to b...baseline=relative to best static sampling time CMA-ES2026.01———40-65-67-76-76