no code implementations • 5 Sep 2022 • Afonso S. Bandeira, Antoine Maillard, Richard Nickl, Sven Wang
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 exponential run-time to enter the regions where the bulk of the posterior measure concentrates.