@article{whenattentionbeatsfouriermultiscaletrans,
  title = {When Attention Beats Fourier: Multi-Scale Transformers for PDE Solving on Irregular Domains},
  author = {Brandon Yee and Pairie Koh and Jack Rodriguez and Mihir Tekal},
  year = {2026},
  eprint = {2605.08318},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.08318},
}