Hoil Lee

Deep neural networks with dependent weights: Gaussian Process mixture limit, heavy tails, sparsity and compressibility

2022 · arXiv (Cornell University)

This article studies the infinite-width limit of deep feedforward neural networks whose weights are dependent, and modelled via a mixture of Gaussian distributions. Each hidden node of the network is assigned a nonnegative random variable …