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Accurate global machine learning force fields for molecules with hundreds of atoms

Global machine learning force fields, with the capacity to capture collective interactions in molecular systems, now scale up to a few dozen atoms due to considerable growth of model complexity with system size. For larger molecules, locality assumptions are introduced, with the consequence that non...

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Detalles Bibliográficos
Autores principales: Chmiela, Stefan, Vassilev-Galindo, Valentin, Unke, Oliver T., Kabylda, Adil, Sauceda, Huziel E., Tkatchenko, Alexandre, Müller, Klaus-Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9833674/
https://www.ncbi.nlm.nih.gov/pubmed/36630510
http://dx.doi.org/10.1126/sciadv.adf0873