@article{ltpinnlagrangiantopologyconsciousphysics, title = {LT-PINN: Lagrangian Topology-conscious Physics-informed Neural Network for Boundary-focused Engineering Optimization}, author = {Yuanye Zhou and Zhaokun Wang and Kai Zhou and Hui Tang and Xiaofan Li}, year = {2025}, eprint = {2506.06300}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.06300v3}, }