@misc{rosso2025weight, 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}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2507.22045} }