Deterministic optimization of Jastrow factors

Highly flexible Jastrow factors have found significant use in stochastic electronic structure methods such as variational Monte Carlo (VMC) and diffusion Monte Carlo, as well as in quantum chemical transcorrelated (TC) approaches, which have recently seen great success in generating highly accurate electronic energies using moderately sized basis sets. In particular, for the latter, the intrinsic noise in the Jastrow factor due to its optimization by VMC can pose a problem, especially when targeting weak (non-covalent) interactions. In this paper, we propose a deterministic alternative to VMC Jastrow optimization, based on minimizing the "variance of the TC reference energy" in a standard basis set. Analytic expressions for the derivatives of the TC Hamiltonian matrix elements are derived and implemented. This approach can be used to optimize the parameters in the Jastrow functions, either from scratch or to refine an initial VMC-based guess, to produce noise-free Jastrows in a reproducible manner. Applied to the first row of atoms and molecules, the results show that the method yields Slater-Jastrow wavefunctions whose variances are almost as low as those obtained from standard VMC variance optimization, but whose energies are lower and comparable to those obtained from energy-minimization VMC. We propose that the method can be used both in the context of the transcorrelated method and in standard VMC as a new way to optimize Jastrow functions.

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Publication Details

Journal
The Journal of Chemical Physics
Published
2025-08-25
DOI
https://doi.org/10.1063/5.0284106
Citations
2
Primary Topic
Advanced Chemical Physics Studies
Type
article
Field-Weighted Citation Impact
2.49
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article

Deterministic optimization of Jastrow factors

J. Philip Haupt, Maria-Andreea Filip, Daniel Kats, Pablo López Ríos et al.
2 citations
The Journal of Chemical Physics
Advanced Chemical Physics Studies
2.49
article

Deterministic optimization of Jastrow factors

J. Philip Haupt, Maria-Andreea Filip, Daniel Kats, Pablo López Ríos, Evelin Martine Corvid Christlmaier, Ali Alavi
article en
2 citations

Abstract

Highly flexible Jastrow factors have found significant use in stochastic electronic structure methods such as variational Monte Carlo (VMC) and diffusion Monte Carlo, as well as in quantum chemical transcorrelated (TC) approaches, which have recently seen great success in generating highly accurate electronic energies using moderately sized basis sets. In particular, for the latter, the intrinsic noise in the Jastrow factor due to its optimization by VMC can pose a problem, especially when targeting weak (non-covalent) interactions. In this paper, we propose a deterministic alternative to VMC Jastrow optimization, based on minimizing the "variance of the TC reference energy" in a standard basis set. Analytic expressions for the derivatives of the TC Hamiltonian matrix elements are derived and implemented. This approach can be used to optimize the parameters in the Jastrow functions, either from scratch or to refine an initial VMC-based guess, to produce noise-free Jastrows in a reproducible manner. Applied to the first row of atoms and molecules, the results show that the method yields Slater-Jastrow wavefunctions whose variances are almost as low as those obtained from standard VMC variance optimization, but whose energies are lower and comparable to those obtained from energy-minimization VMC. We propose that the method can be used both in the context of the transcorrelated method and in standard VMC as a new way to optimize Jastrow functions.

The Journal of Chemical PhysicsVol. 163(8)
University of Cambridge (GB), Max Planck Institute for Solid State Research (DE)
Openalex Percentile: Top 10%
Advanced Chemical Physics Studies
2.49
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Deterministic optimization of Jastrow factors — J. Philip Haupt, Maria-Andreea Filip, et al. · The Journal of Chemical Physics (2025) | TGRS Research Map | TGRS