@article{structurepreservinglearningimprovesgeome,
  title = {Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs},
  author = {Benjamin D. Shaffer and Shawn Koohy and Brooks Kinch and M. Ani Hsieh and Nathaniel Trask},
  year = {2026},
  eprint = {2602.02788},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.02788},
}