ResearchBenchmarksEnergy and Force Prediction on SPICE QMugs (test)Energy and Force Prediction on SPICE QMugs (test)Follow0.11Energy MAE (meV/atom)AllScAIP0.0840.25950.4350.6105Mar 6, 2026Evaluation resultsMethodMethodLinksEnergy MAE (meV/atom)Force MAE (meV/Å)AllScAIPParameters=34M, Varian...Parameters=34M, Variant=energy-conserving (AllScAIP-sm-cons.)2026.030.112.73eSEN2026.030.123.78EScAIP2026.030.418.74MACE-L2026.030.4516.93MACE-M2026.030.6923.58MACELES-M2026.030.7620.11