marcel.science / lorem
Learning long-range representations with equivariant messages

Hello! 👋 This website is a supplement to our paper (see below) introducing an equivariant long-range message scheme. This is where we will post links to code and data related to the work.

Paper

Title: Learning long-range representations with equivariant messages
Authors: Egor Rumiantsev*, MFL*, Tulga-Erdene Sodjargal, Michele Ceriotti, and Philip Loche (* indicates equal contribution.)
Published: Transactions on Machine Learning Research (TMLR 2026)
Preprint: arxiv:2507.19382 (2025)

Please contact Marcel and Philip for questions about the paper. You can also say hi on twitter 🐦 marceldotsci or bluesky 🌀 marceldotsci!