Solving Key Challenges in Collider Physics with Foundation Models
This paper demonstrates how a new Foundation Model for hadronic jets addresses three critical challenges in collider physics—reducing computational costs for reconstruction, enabling comprehensive uncertainty quantification, and facilitating model-agnostic new physics searches—thereby transitioning jet-based Foundation Models from proof-of-concept studies to practical tools for researchers.