Nature Machine Intelligence, Published online: 29 October 2026; doi:10.1038/s42256-026-01322-9
Hsu et al. present EVENET, a foundation model pretrained on simulated particle collisions using both self-supervised learning and physics labels, which transfers across many analysis tasks and works on real collider data.