@article{traceregularitypinnsenforcingmathrmhfrac,
  title = {Trace Regularity PINNs: Enforcing $\mathrm{H}^{\frac{1}{2}}(\partial Ω)$ for Boundary Data},
  author = {Doyoon Kim and Junbin Song},
  year = {2025},
  eprint = {2510.16817},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.16817},
}