Exploring the potential of natural orbital functionals

M Piris - Chemical Science, 2024 - pubs.rsc.org
In recent years, Natural Orbital Functional (NOF) theory has gained increasing significance
in quantum chemistry, successfully addressing one of the field's most challenging problems …

Advances in approximate natural orbital functionals: From historical perspectives to contemporary developments

M Piris - arxiv preprint arxiv:2312.07163, 2023 - arxiv.org
This chapter provides a comprehensive review of fundamental concepts related to
approximate natural orbital functionals (NOFs), emphasizing their significance in quantum …

Machine learning electronic structure methods based on the one-electron reduced density matrix

X Shao, L Paetow, ME Tuckerman… - Nature communications, 2023 - nature.com
The theorems of density functional theory (DFT) establish bijective maps between the local
external potential of a many-body system and its electron density, wavefunction and …

Quantum simulation of bosons with the contracted quantum eigensolver

Y Wang, LAM Sager-Smith… - New Journal of Physics, 2023 - iopscience.iop.org
Quantum computers are promising tools for simulating many-body quantum systems due to
their potential scaling advantage over classical computers. While significant effort has been …

Machine learning the derivative discontinuity of density-functional theory

J Gedeon, J Schmidt, MJP Hodgson… - Machine Learning …, 2021 - iopscience.iop.org
Abstract Machine learning is a powerful tool to design accurate, highly non-local, exchange-
correlation functionals for density functional theory. So far, most of those machine learned …

Extracting many-body quantum resources within one-body reduced density matrix functional theory

CL Benavides-Riveros, T Wasak, A Recati - Physical Review Research, 2024 - APS
Quantum Fisher information (QFI) is a central concept in quantum sciences used to quantify
the ultimate precision limit of parameter estimation, detect quantum phase transitions …

Deriving density-matrix functionals for excited states

J Liebert, C Schilling - SciPost Physics, 2023 - scipost.org
We initiate the recently proposed $ w $-ensemble one-particle reduced density matrix
functional theory ($ w $-RDMFT) by deriving the first functional approximations and illustrate …

Time evolution of natural orbitals in ab initio molecular dynamics

A Rivero Santamaría, M Piris - The Journal of Chemical Physics, 2024 - pubs.aip.org
This work combines for the first time ab initio molecular dynamics (AIMD) within the Born–
Oppenheimer approximation with a global natural orbital functional (GNOF), an approximate …

Function class learning with genetic programming: Towards explainable meta learning for tumor growth functionals

E Sijben, J Jansen, P Bosman… - Proceedings of the Genetic …, 2024 - dl.acm.org
Paragangliomas are rare, primarily slow-growing tumors for which the underlying growth
pattern is unknown. Therefore, determining the best care for a patient is hard. Currently, if no …

An exact one-particle theory of bosonic excitations: from a generalized Hohenberg–Kohn theorem to convexified N-representability

J Liebert, C Schilling - New Journal of Physics, 2023 - iopscience.iop.org
Abstract Motivated by the Penrose–Onsager criterion for Bose–Einstein condensation we
propose a functional theory for targeting low-lying excitation energies of bosonic quantum …