Large deviation principles for convolutional Bayesian neural networks

Federico Bassetti, Vassili De Palma, Lucia Ladelli

While suitably scaled CNNs with Gaussian initialization are known to converge to Gaussian processes as the number of channels diverges, little is known beyond this Gaussian limit.…