Datasets

This repository contains the datasets used in this research paper:

• paper: Electric-field driven nuclear dynamics of liquids and solids from a multi-valued machine-learned dipolar model
• preprint: arXiv:2502.02413.

The used MACE branch is: https://github.com/EliaStocco/mace/tree/elia

If you use any of these datasets or the provided code, please cite the paper

@article{stocco2025nature,
      author={Stocco, Elia and Carbogno, Christian and Rossi, Mariana},
      title={Electric-field driven nuclear dynamics of liquids and solids from a multi-valued machine-learned dipolar model},
      journal={npj Computational Materials},
      year={2025},
      month={Oct},
      day={13},
      volume={11},
      number={1},
      pages={304},
      issn={2057-3960},
      doi={10.1038/s41524-025-01751-x},
      url={https://doi.org/10.1038/s41524-025-01751-x}
}

or the preprint

@misc{stocco2025arxiv,
      title={Electric-Field Driven Nuclear Dynamics of Liquids and Solids from a Multi-Valued Machine-Learned Dipolar Model}, 
      author={Elia Stocco and Christian Carbogno and Mariana Rossi},
      year={2025},
      eprint={2502.02413},
      archivePrefix={arXiv},
      primaryClass={cond-mat.mtrl-sci},
      url={https://arxiv.org/abs/2502.02413}, 
}