@article{250510949,
  title = {FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks},
  author = {Chenhui Xu and Dancheng Liu and Amir Nassereldine and JinJun Xiong},
  year = {2025},
  eprint = {2505.10949},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.10949v1},
}