A duality framework for analyzing random feature and two-layer neural networks

Hongrui Chen, Jihao Long, Lei Wu

We consider the problem of learning functions within the ${\mathcal{F}}_{p,\ddot{I}€}$ and Barron spaces, which play crucial roles in understanding random feature models (RFMs), two-layer n…