@article{pinnsfailuremodesareoverfitting, title = {PINNs Failure Modes are Overfitting}, author = {Nigel T. Andersen and Takashi Matsubara}, year = {2026}, eprint = {2605.30910}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.30910}, }