no code implementations • 17 Aug 2023 • Colby Fronk, Jaewoong Yun, Prashant Singh, Linda Petzold
Symbolic regression with polynomial neural networks and polynomial neural ordinary differential equations (ODEs) are two recent and powerful approaches for equation recovery of many science and engineering problems.
no code implementations • 9 Aug 2022 • Colby Fronk, Linda Petzold
Neural networks have the ability to serve as universal function approximators, but they are not interpretable and don't generalize well outside of their training region.