Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout - Srikishan, Bharat; O'Malley, Daniel; Mehana, Mohamed; Lubbers, Nicholas; Muralidhar, Nikhil (International Conference on Learning Representations, 2025)