This research demonstrates how foundation models can solve critical computational challenges in collider physics, potentially transforming scientific discovery workflows.

• Significantly reduces computing power needed for reconstruction algorithms
• Enables complete uncertainty quantification for more reliable measurements
• Facilitates model-agnostic searches for new physics phenomena

For engineering teams, this work illustrates how foundation models can be adapted beyond language tasks to solve domain-specific scientific computing challenges, potentially reducing resource requirements while improving accuracy.

Solving Key Challenges in Collider Physics with Foundation Models