Linear attention goes global in molecular dynamics

Nature Machine Intelligence, Published online: 21 April 2026; doi:10.1038/s42256-026-01222-y A new attention mechanism brings long-range awareness to machine learning force fields with linear cost and preservation of symmetry. The method offers a flexible alternative to existing long-range modules, including fragmentation-based interactions and physics-based long-range fixes.