Riemannian Laplace approximations for Bayesian neural networks

Federico Bergamin, Pablo Moreno-Muñoz, Søren Hauberg +1

Bayesian neural networks often approximate the weight-posterior with a Gaussian distribution. However, practical posteriors are often, even locally, highly non-Gaussian, and empiri…