Machine learning electronic structure methods based on the one-electron reduced density matrix

Abstract The theorems of density functional theory (DFT) establish bijective maps between the local external potential of a many-body system and its electron density, wavefunction and, therefore, one-particle reduced density matrix. Building on this foundation, we show that machine learning models b...

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Bibliographic Details
Main Authors: Xuecheng Shao, Lukas Paetow, Mark E. Tuckerman, Michele Pavanello
Format: Article
Language:English
Published: Nature Portfolio 2023-10-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-023-41953-9