publications

2026

1. TMLR

   Learning Long-Range Representations with Equivariant Messages

   Egor Rumiantsev, Marcel F. Langer, Tulga-Erdene Sodjargal, Michele Ceriotti, and Philip Loche

   Transactions on Machine Learning Research, 2026

   Bib HTML PDF

   @article{rumiantsev2025learning,
     title = {Learning Long-Range Representations with Equivariant Messages},
     author = {Rumiantsev, Egor and Langer, Marcel F. and Sodjargal, Tulga-Erdene and Ceriotti, Michele and Loche, Philip},
     journal = {Transactions on Machine Learning Research},
     year = {2026},
   }

2025

1. Poster

   Integrating Long-Range Interactions into Machine Learning Interatomic Potentials

   Tulga-Erdene Sodjargal, Egor Rumiantsev, Philip Loche, and Michele Ceriotti

   In German Physical Society (DPG) Spring Meeting, session MM 9.62, 2025

   Bib

   @inproceedings{sodjargal2025dpg,
     title = {Integrating Long-Range Interactions into Machine Learning Interatomic Potentials},
     author = {Sodjargal, Tulga-Erdene and Rumiantsev, Egor and Loche, Philip and Ceriotti, Michele},
     booktitle = {German Physical Society (DPG) Spring Meeting, session MM 9.62},
     address = {Regensburg, Germany},
     year = {2025},
   }

2. arXiv

   scicode-widgets: Bringing Computational Experiments to the Classroom with Jupyter Widgets

   Alexander Goscinski, Taylor James Baird, Dou Du, João Prado, Divya Suman, Tulga-Erdene Sodjargal, Sara Bonella, Giovanni Pizzi, and Michele Ceriotti

   arXiv preprint arXiv:2507.05734, 2025

   Under review

   Bib HTML PDF

   @article{goscinski2025scicodewidgets,
     title = {scicode-widgets: Bringing Computational Experiments to the Classroom with Jupyter Widgets},
     author = {Goscinski, Alexander and Baird, Taylor James and Du, Dou and Prado, João and Suman, Divya and Sodjargal, Tulga-Erdene and Bonella, Sara and Pizzi, Giovanni and Ceriotti, Michele},
     journal = {arXiv preprint arXiv:2507.05734},
     year = {2025},
     note = {Under review},
     eprint = {2507.05734},
     archiveprefix = {arXiv},
     primaryclass = {physics.ed-ph},
   }