Constarium
← Search

Data · dataset · 2026

Data for: Neural network self-consistent fields for density functional theory

Listed in ScienceDB

This dataset supports the manuscript "Neural network self-consistent fields for density functional theory".

Description

It contains the data generated and used in the study of NeuralSCF, a machine-learning framework that models the Kohn-Sham density map and emulates self-consistent field iterations to predict ground-state electron densities and derived electronic-structure properties. The study evaluates NeuralSCF on molecular datasets including QM9, MD17/MD22 trajectories, BFDb-SSI non-covalent systems, bond-rotation examples, and larger QMugs molecules, using PySCF calculations with the cc-pVTZ basis, PBE exchange-correlation functional, and cc-pVTZ-AutoAux density representation.

Source data for the figures and related computational outputs are included for reproducibility.

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 1 source records, 14 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.378349 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · scidb cnconnector:scidb_cn@1.0.0
concepts[field].anzsrc:field:510403enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (78%)
concepts[field].local:field:computer-science-aimapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:physicsmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[method].local:method:dftenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title