Manifold lifting: scaling MCMC to the vanishing noise regime

Khai Xiang Au, Matthew M. Graham, Alexandre H. Thiery

Standard Markov chain Monte Carlo methods struggle to explore distributions that are concentrated in the neighbourhood of low-dimensional structures. These pathologies naturally oc…