@article{gradientalignmentinphysicsinformedneural, title = {Gradient Alignment in Physics-informed Neural Networks: A Second-Order Optimization Perspective}, author = {Sifan Wang and Ananyae Kumar Bhartari and Bowen Li and Paris Perdikaris}, year = {2025}, eprint = {2502.00604}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.00604v1}, }