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◆ Digital Discovery2025-10-30· Metadynamics

Active learning meets metadynamics: automated workflow for reactive machine learning interatomic potentials

Valdas Vitartas, Hanwen Zhang, Veronika Jurásková, Tristan Johnston-Wood, Fernanda Duarte

原始摘要(英文原文)· Original abstract
2 reaction between fluoride and chloromethane in implicit water, the methyl shift of 2,2-dimethylisoindene in the gas phase, and a glycosylation reaction in explicit dichloromethane solution, where competitive pathways exist. The proposed training strategy yields accurate and stable MLIPs for all three cases, highlighting its versatility for modelling reactive processes.
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Active learning meets metadynamics: automated workflow for reactive machine learning interatomic potentials — 科研速览 Science Skim