Exploring the nexus of many-body theories through neural network techniques: the tangent model

Exploring the nexus of many-body theories through neural network techniques: the tangent model

In this paper, we present a physically informed neural network (NN) representation of the effective interactions associated with coupled-cluster downfolding models to describe chemical systems and processes. The NN representation not only allows us to evaluate the effective interactions efficiently...

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Bibliographic Details
Main Authors: Senwei Liang, Karol Kowalski, Chao Yang, Nicholas P Bauman
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
coupled cluster downfolding theory
effective interaction
neural networks
tangent model
Online Access:https://doi.org/10.1088/2632-2153/add78c
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https://doi.org/10.1088/2632-2153/add78c

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