Neural wave functions for high-pressure atomic hydrogen

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Authors: David Linteau, Saverio Moroni, Giuseppe Carleo, Markus Holzmann
Cited by: 1
References: 68

Abstract

We leverage the power of neural quantum states to describe the ground-state wave function of solid and liquid atomic hydrogen, including both electronic and protonic degrees of freedom. For static protons, the resulting Born-Oppenheimer energies are consistently comparable to or lower than all previous projector Monte Carlo results for systems containing up to 128 hydrogen atoms. The same level of accuracy is preserved upon inclusion of nuclear quantum effects, thus going beyond the Born-Oppenheimer approximation. In addition, our description overcomes major limitations of current wave functions, notably by avoiding any explicit symmetry assumption on the expected quantum crystal and sidestepping efficiency issues of imaginary time evolution with disparate mass scales. As a first application, we examine crystal formation in an extremely high-density region up to pressure-induced melting.

Fields of Study & Subjects

High-pressure geophysics and materials Quantum superfluid helium dynamics Crystallography and molecular interactions

Publication details

Journal / source
Physical Review Research
Publisher
American Physical Society (APS)
Volume
8
Issue
2
Publication date
4 February 2026
Language
EN