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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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DFT data for "Molecular Simulations with a Pretrained Neural Network and Universal Pairwise Force Fields"

Authors: Kabylda, Adil; Frank, J. Thorben; Dou, Sergio Suarez; Khabibrakhmanov, Almaz; Sandonas, Leonardo Medrano; Unke, Oliver T.; Chmiela, Stefan; +2 Authors

DFT data for "Molecular Simulations with a Pretrained Neural Network and Universal Pairwise Force Fields"

Abstract

This repository contains quantum mechanical datasets used for training and testing the SO3LR machine-learned force field model in Molecular Simulations with a Pretrained Neural Network and Universal Pairwise Force Fields. The combined training set, provided in extxyz format and compressed as so3lr_train.tar.gz, includes GEMS general protein fragments, QM7-X small organic molecules, AQM large drug-like molecules, SPICE dipeptides, and DES15k dimers (see the "T – Optimization on diverse training data" subsection of the original manuscript for details). To maintain consistent references, the last two datasets were recomputed at the PBE0+MBD/tight level of theory (see FHI-aims input file control.in). Test sets from Table I of the original manuscript are available in so3lr_test.tar.gz. Structures from the MD22 and TorsionNet500 datasets were also recomputed at the PBE0+MBD/tight level of theory.

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    popularity
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    influence
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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average