SPAHM(a,b): Encoding the Density Information from Guess Hamiltonian in Quantum Machine Learning Representations

KR Briling, Y Calvino Alonso, A Fabrizio… - Journal of Chemical …, 2024 - ACS Publications
Recently, we introduced a class of molecular representations for kernel-based regression
methods─ the spectrum of approximated Hamiltonian matrices (SPAHM)─ that takes …

SPA HM: The spectrum of approximated Hamiltonian matrices representations

A Fabrizio, KR Briling, C Corminboeuf - Digital Discovery, 2022 - pubs.rsc.org
Physics-inspired molecular representations are the cornerstone of similarity-based learning
applied to solve chemical problems. Despite their conceptual and mathematical diversity …

Efficient implementation of the superposition of atomic potentials initial guess for electronic structure calculations in Gaussian basis sets

S Lehtola, L Visscher, E Engel - The Journal of Chemical Physics, 2020 - pubs.aip.org
The superposition of atomic potentials (SAP) approach has recently been shown to be a
simple and efficient way to initialize electronic structure calculations [S. Lehtola, J. Chem …

Study of the staudinger reaction and reveal of key factors affecting the efficacy of automatic synthesis of phosphoryl guanidinic oligonucleotide analogs

MA Bazhenov, AV Shernyukov, MS Kupryushkin… - Russian Journal of …, 2019 - Springer
In this work, we introduce a novel nuanced analysis of the chemical transformations occurs
during the automatic synthesis of phosphoryl guanidine oligonucleotides (PGOs). It was …

SPAM(a,b): encoding the density information from guess Hamiltonian in quantum machine learning representations

KR Briling, YC Alonso, A Fabrizio… - arXiv preprint arXiv …, 2023 - arxiv.org
Recently, we introduced a class of molecular representations for kernel-based regression
methods--the spectrum of approximated Hamiltonian matrices (SPA $^\mathrm {H} $ M)--that …

Multilevel approach to the initial guess for self‐consistent field calculations

B Hégely, M Kállay - International Journal of Quantum …, 2022 - Wiley Online Library
A new multilevel approach is presented to the initial guess for self‐consistent field (SCF)
calculations, which combines the superposition of atomic densities (SAD) procedure and the …

Charting the Unknown: The Hunt for Dark Matter Continues

H Alhazmi - 2021 - search.proquest.com
For thousands of years, the human mind struggles to answer a simple question: what is the
universe made of? The majority of what composes our universe, dark matter and dark …

Spherical-harmonic-analysis-based optimization of atomic weighting functions for multicenter numerical integration in molecules

DN Laikov - arXiv preprint arXiv:2006.05881, 2020 - arxiv.org
The well-known spatial integration schemes in molecular electronic structure theory,
immune to cusps and point singularities of some kind at atomic positions, use a set of …