Finite-Dimensional Gaussian Approximation for Deep Neural Networks: Universality in Random Weights

Krishnakumar Balasubramanian, Nathan Ross

We study the Finite-Dimensional Distributions (FDDs) of deep neural networks with randomly initialized weights that have finite-order moments. Specifically, we establish Gaussian a…