@article{overpinnsenhancingphysicsinformedneural, title = {Over-PINNs: Enhancing Physics-Informed Neural Networks via Higher-Order Partial Derivative Overdetermination of PDEs}, author = {Wenxuan Huo and Qiang He and Gang Zhu and Weifeng Huang}, year = {2025}, eprint = {2506.05918}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.05918v1}, }