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  Neural-Network-Based Selective Configuration Interaction Approach to Molecular Electronic Structure

Schmerwitz, Y. L. A., Thirion, L., Levi, G., Jónsson, E. Ö., Bilous, P., Jónsson, H., et al. (2025). Neural-Network-Based Selective Configuration Interaction Approach to Molecular Electronic Structure. Journal of Chemical Theory and Computation, 21(5), 2301-2310. doi:10.1021/acs.jctc.4c01479.

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 Urheber:
Schmerwitz, Yorick L. A.1, 2, Autor           
Thirion, Louis1, 3, Autor
Levi, Gianluca1, Autor
Jónsson, Elvar Ö.1, Autor
Bilous, Pavlo4, Autor
Jónsson, Hannes1, Autor
Hansmann, Philipp1, 3, Autor
Affiliations:
1Science Institute and Faculty of Physical Sciences, University of Iceland, Reykjavík 107, Iceland, ou_persistent22              
2Research Department Neese, Max-Planck-Institut für Kohlenforschung, Max Planck Society, ou_2541710              
3Department of Physics, Friedrich-Alexander-Universität Erlangen/Nürnberg, 91058 Erlangen, Germany, ou_persistent22              
4Max Planck Institute for the Science of Light, Staudtstraße 2, 91058 Erlangen, Germany, ou_persistent22              

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 Zusammenfassung: By combining Hartree–Fock with a neural-network-supported quantum-cluster solver proposed recently in the context of solid-state lattice models, we formulate a scheme for selective neural-network configuration interaction (NNCI) calculations and implement it with various options for the type of basis set and boundary conditions. The method’s performance is evaluated in studies of several small molecules as a step toward calculations of larger systems. In particular, the correlation energy in the N2 molecule is compared with published full CI calculations that included nearly 1010 Slater determinants, and the results are reproduced with only 4 × 105 determinants using NNCI. A clear advantage is seen from increasing the set of orbitals included rather than approaching full CI for a smaller set. The method’s high efficiency and implementation in a condensed matter simulation software expands the applicability of CI calculations to a wider range of problems, even extended systems through an embedding approach.

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Sprache(n): eng - English
 Datum: 2024-11-022025-02-272025-03-11
 Publikationsstatus: Erschienen
 Seiten: 10
 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: Expertenbegutachtung
 Identifikatoren: DOI: 10.1021/acs.jctc.4c01479
 Art des Abschluß: -

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Titel: Journal of Chemical Theory and Computation
  Andere : JCTC
  Kurztitel : J. Chem. Theory Comput.
Genre der Quelle: Zeitschrift
 Urheber:
Affiliations:
Ort, Verlag, Ausgabe: Washington, D.C. : American Chemical Society
Seiten: - Band / Heft: 21 (5) Artikelnummer: - Start- / Endseite: 2301 - 2310 Identifikator: ISSN: 1549-9618
CoNE: https://pure.mpg.de/cone/journals/resource/111088195283832