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General framework for E(3)-equivariant neural network representation of density functional theory Hamiltonian

The combination of deep learning and ab initio calculation has shown great promise in revolutionizing future scientific research, but how to design neural network models incorporating a priori knowledge and symmetry requirements is a key challenging subject. Here we propose an E(3)-equivariant deep-...

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Detalles Bibliográficos
Autores principales: Gong, Xiaoxun, Li, He, Zou, Nianlong, Xu, Runzhang, Duan, Wenhui, Xu, Yong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10199065/
https://www.ncbi.nlm.nih.gov/pubmed/37208320
http://dx.doi.org/10.1038/s41467-023-38468-8