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On free energy barriers in Gaussian priors and failure of cold start MCMC for high-dimensional unimodal distributions.
We exhibit examples of high-dimensional unimodal posterior distributions arising in nonlinear regression models with Gaussian process priors for which Markov chain Monte Carlo (MCMC) methods can take an exponential run-time to...