@article{evolutionaryalgorithmguidedllmsforphysic, title = {Evolutionary Algorithm-Guided LLMs for Physics-Informed Neural Network Design}, author = {Xu Yang and Mingyang Yu and Jing Xu and Keqian Li}, year = {2026}, eprint = {2607.15560}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.15560}, }