Tag: constructive

A General Constructive Upper Bound on Shallow Neural Nets Complexity arXiv:2510.06372v1 Announce Type: new Abstract: We provide an upper bound on the number of neurons required in a shallow neural network to approximate a continuous function on a compact set with a given accuracy. This method, inspired by a specific proof of the Stone-Weierstrass theorem,…