no code implementations • Communications in Theoretical Physics Commnu. 2022 • Sihan Feng, Kang Wang, Fuming Wang, Yong Zhang and Hong Zhao
Machine learning provides a way to use only portions of the variables of a spatiotemporal system to predict its subsequent evolution and consequently avoids the curse of dimensionality.
no code implementations • 28 Feb 2022 • Sihan Feng, Yong Zhang, Fuming Wang, Hong Zhao
We consider weights in pathways that link neurons longitudinally from input neurons to output neurons, or simply weight pathways, as the basic units for understanding a neural network, and decompose a neural network into a series of subnetworks of such weight pathways.