@article{modelagnosticknowledgeguidedcorrection, title = {Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout}, author = {Bharat Srikishan and Daniel O'Malley and Mohamed Mehana and Nicholas Lubbers and Nikhil Muralidhar}, year = {2025}, eprint = {2503.10048}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.10048v1}, }