A PAC-Bayes oracle inequality for sparse neural networks

Maximilian F. Steffen, Mathias Trabs

We study the Gibbs posterior distribution for sparse deep neural nets in a nonparametric regression setting. The posterior can be accessed via Metropolis-adjusted Langevin algorith…