Spin-informed universal graph neural networks for simulating magnetic ordering

Proceedings of the National Academy of Sciences, Volume 122, number 27, July 2025.
Significant the development of universal automatic learning potentials capable of simulating magnetic order is vital for the in silico discovery of essential magnetic materials through large chemical spaces. To date, progress has been …