Efficient Approximation to Analytic and $L^p$ functions by Height-Augmented ReLU Networks

ZeYu Li, FengLei Fan, TieYong Zeng

This work addresses two fundamental limitations in neural network approximation theory. We demonstrate that a three-dimensional network architecture enables a significantly more ef…