Nuclear Responses with Neural-Network Quantum States

We introduce a variational Monte Carlo framework that combines neural-network quantum states with the Lorentz integral transform technique to compute the dynamical properties of self-bound quantum many-body systems in continuous Hilbert spaces. While broadly applicable to various quantum systems, including atoms and molecules, in this initial application we focus on the photoabsorption cross section of light nuclei, where benchmarks against numerically exact techniques are available. Our accurate theoretical predictions are complemented by robust uncertainty quantification, enabling meaningful comparisons with experiments. We demonstrate that a relatively simple nuclear Hamiltonian-based on a leading-order pionless EFT expansion and known to accurately reproduce ground-state energies of nuclei with A≤40-also provides a reliable description of the photoabsorption cross section.

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Publication Details

Journal
Physical Review Letters
Published
2026-01-02
DOI
https://doi.org/10.1103/tlqz-nw28
Primary Topic
Quantum many-body systems
Type
article
Field-Weighted Citation Impact
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article

Nuclear Responses with Neural-Network Quantum States

Nir Barnea, Anonymous, Noemi Rocco, Giuseppe Carleo et al.
Physical Review Letters
Quantum many-body systems
article

Nuclear Responses with Neural-Network Quantum States

Nir Barnea, Anonymous, Noemi Rocco, Giuseppe Carleo, Alessandro Lovato
article en

Abstract

We introduce a variational Monte Carlo framework that combines neural-network quantum states with the Lorentz integral transform technique to compute the dynamical properties of self-bound quantum many-body systems in continuous Hilbert spaces. While broadly applicable to various quantum systems, including atoms and molecules, in this initial application we focus on the photoabsorption cross section of light nuclei, where benchmarks against numerically exact techniques are available. Our accurate theoretical predictions are complemented by robust uncertainty quantification, enabling meaningful comparisons with experiments. We demonstrate that a relatively simple nuclear Hamiltonian-based on a leading-order pionless EFT expansion and known to accurately reproduce ground-state energies of nuclei with A≤40-also provides a reliable description of the photoabsorption cross section.

Physical Review LettersVol. 136(3)
Hebrew College (US), Argonne National Laboratory (US), Fermi National Accelerator Laboratory (US), Istituto Nazionale di Fisica Nucleare, Trento Institute for Fundamental Physics And Applications (IT), Instituto de Física Corpuscular (ES), Facility for Rare Isotope Beams, École Polytechnique Fédérale de Lausanne (CH)
Openalex Percentile: Top 96%
Quantum many-body systems
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