Molecular Simulations with a Pretrained Neural Network and Universal Pairwise Force Fields

A Adil Kabylda (Department of Physics and Materials Science) J J. Thorben Frank (Machine Learning Group) S Sergio Suárez-Dou (Department of Physics and Materials Science) A Almaz Khabibrakhmanov L Leonardo Medrano Sandonas (Institute for Materials Science and Max Bergmann Center of Biomaterials) O Oliver T. Unke (Google DeepMind) S Stefan Chmiela (Machine Learning Group) K Klaus-Robert Müller A Alexandre Tkatchenko

Article Details

Volume / Issue Vol. 147, Issue 37
Published September 17, 2025
Pages 33723-33734
ISSN 0002-7863
Publisher American Chemical Society

Journal Info

Journal of the American Chemical Society

American Chemical Society

ISSN: 0002-7863 Physical Sciences

Authors (9)

A

Adil Kabylda

Department of Physics and Materials Science

J

J. Thorben Frank

Machine Learning Group

S

Sergio Suárez-Dou

Department of Physics and Materials Science

A

Almaz Khabibrakhmanov

L

Leonardo Medrano Sandonas

Institute for Materials Science and Max Bergmann Center of Biomaterials

O

Oliver T. Unke

Google DeepMind

S

Stefan Chmiela

Machine Learning Group

K

Klaus-Robert Müller

A

Alexandre Tkatchenko