@article{weightparameterizationincontinuoustimede, title = {Weight-Parameterization in Continuous Time Deep Neural Networks for Surrogate Modeling}, author = {Haley Rosso and Lars Ruthotto and Khachik Sargsyan}, year = {2025}, eprint = {2507.22045}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.22045}, }