Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes

The infinitely wide neural network has been proven a useful and manageable mathematical model that enables the understanding of many phenomena appearing in deep learning. One example is the convergence of random deep networks to Gaussian processes that enables a rigorous analysis of the way the choi...

Full description

Bibliographic Details
Main Authors: Nait Saada, N, Naderi, A, Tanner, J
Format: Conference item
Language:English
Published: OpenReview 2024