@article{outofdistributiongeneralizationforneural, title = {Out-of-Distribution Generalization for Neural Physics Solvers}, author = {Zhao Wei and Chin Chun Ooi and Jian Cheng Wong and Abhishek Gupta and Pao-Hsiung Chiu and Yew-Soon Ong}, year = {2026}, eprint = {2601.19091}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.19091}, }