Weight-Parameterization in Continuous Time Deep Neural Networks for Surrogate Modeling

Haley Rosso, Lars Ruthotto, Khachik Sargsyan

Continuous-time deep learning models, such as neural ordinary differential equations (ODEs), offer a promising framework for surrogate modeling of complex physical systems. A centr…