HEP-JEPA: A foundation model for collider physics using joint embedding predictive architecture

Jai Bardhan, Radhikesh Agrawal, Abhiram Tilak +2

We present a transformer architecture-based foundation model for tasks at high-energy particle colliders such as the Large Hadron Collider. We train the model to classify jets usin…