On free energy barriers in Gaussian priors and failure of cold start MCMC for high-dimensional unimodal distributions

Afonso S. Bandeira, Antoine Maillard, Richard Nickl +1

We exhibit examples of high-dimensional unimodal posterior distributions arising in non-linear regression models with Gaussian process priors for which MCMC methods can take an exp…