@article{fromcomplexdynamicstodynformerrethinking,
  title = {From Complex Dynamics to DynFormer: Rethinking Transformers for PDEs},
  author = {Pengyu Lai and Yixiao Chen and Dewu Yang and Rui Wang and Feng Wang and Hui Xu},
  year = {2026},
  eprint = {2603.03112},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.03112},
}