@article{physicscorrectatrainingfreeapproachforst,
  title = {PhysicsCorrect: A Training-Free Approach for Stable Neural PDE Simulations},
  author = {Xinquan Huang and Paris Perdikaris},
  year = {2025},
  eprint = {2507.02227},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2507.02227},
}