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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Data for "Assessing generative modeling approaches for free energy estimates in condensed matter"

Authors: Schebek, Maximilian; He, Jiajun; Hoffmann, Emil; Du, Yuanqi; Noe, Frank; Rogal, Jutta;

Data for "Assessing generative modeling approaches for free energy estimates in condensed matter"

Abstract

The dataset contains raw molecular dynamics (MD) simulation data used to train the models in the paper "Assessing Generative Modeling Approaches for Free Energy Estimates in Condensed Matter" (arXiv:2512.23930). It includes: Atomic coordinates Forces Potential energies The data covers monatomic ice in cubic and hexagonal phases, as well as Lennard-Jones solids in HCP and FCC crystal structures. Each combination of structure and system size has two datasets (indicated by the suffixes _001 and _002), which can be used for training and evaluation. Each dataset contains 100,000 samples generated from MD simulations. Frames are saved every 1000 MD steps with a timestep of 1 fs. Additionally, the dataset includes Jupyter notebooks demonstrating how to: Load the data Convert between absolute coordinates and displacements Compute the free energy of the reference system (Einstein crystal) Extract the unit cells of the different structures Run the MD simulations to generate the data

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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!
0
Average
Average
Average