Theoretical guarantees for neural control variates in MCMC

Denis Belomestny, Artur Goldman, Alexey Naumov +1

In this paper, we propose a variance reduction approach for Markov chains based on additive control variates and the minimization of an appropriate estimate for the asymptotic vari…