ResearchBenchmarksNumerical Optimization on CEC F12 2022Follow2,944.2AverageQHDE2,916.7363,102.1183,287.53,472.882Jan 16, 2026Evaluation ResultsMethodMethodLinksAverageStandard DeviationQHDEDim=20Dim=202026.012,944.25.9966ADEDim=20Dim=202026.012,946.64.2949DEDim=20Dim=202026.012,950.12.249sCMAESDim=20Dim=202026.012,952.615.824HSEPSODim=20Dim=202026.012,990.327.236COLSHADEDim=20Dim=202026.012,991.329.376NDSOTDim=20Dim=202026.013,075.289.021SASSDim=20Dim=202026.013,630.8205.43