Colen, Jonathan https://orcid.org/0000-0003-4162-0276
Schram, Malachi https://orcid.org/0000-0002-3475-2871
Rajput, Kishansingh
Kasparian, Armen
Funding for this research was provided by:
Research Computing Clusters at Old Dominion University
Hampton Roads Biomedical Research Consortium
U.S. Department of Energy (DE-AC05-06OR23177)
Jefferson Science Associates
Article Title: Explainable physics-based constraints on reinforcement learning for accelerator optimization
Journal Title: Machine Learning: Science and Technology
Article Type: paper
Copyright Information: © 2026 The Author(s). Published by IOP Publishing Ltd
Publication dates
Date Received: 2025-09-04
Date Accepted: 2025-12-19
Online publication date: 2026-01-09