Wide stable neural networks: Sample regularity, functional convergence and Bayesian inverse problems

Tomás Soto

We study the large-width asymptotics of random fully connected neural networks with weights drawn from $\alpha$-stable distributions, a family of heavy-tailed distributions arising as t…