AutoHF: a general Hartree-Fock solver utilizing direct energy minimization with automatic differentiation
Strongly Correlated Electrons
2026-07-15 v1 Computational Physics
Abstract
We present autohf, a general, easy-to-use mean-field solver for quantum many-fermion Hamiltonians. It allows the user to bypass the process of deciphering the mean-field form for each many-body Hamiltonian and thus avoid setting up a tailored program for each . Rather, autohf finds the optimal Slater determinant , written in terms of orbital coefficients and subject to symmetry constraints, by directly minimizing the variational energy . By embracing this variational approach, autohf makes use of the growing power of automatic differentiation and optimization tools developed by the machine learning community.
Cite
@article{arxiv.2607.14263,
title = {AutoHF: a general Hartree-Fock solver utilizing direct energy minimization with automatic differentiation},
author = {Ryan Levy and Brandon Eskridge and Lukas Weber and Miguel A. Morales and Shiwei Zhang},
journal= {arXiv preprint arXiv:2607.14263},
year = {2026}
}