Arbitrary-Accuracy Neural Approximation with Optimal Neuron Count and Near-Optimal Bit Complexity

Zilan Cheng, Li-Lian Wang, Zhongjian Wang

We study the minimum number of hidden neurons required for arbitrary-accuracy approximation of multivariate Hölder-continuous functions on $[0,1{]}^d$ and the associated encoding com…