Policy Guided Monte Carlo: Reinforcement Learning Markov Chain Dynamics

Troels Arnfred Bojesen

We introduce \textit{Policy Guided Monte Carlo} (PGMC), a computational framework using reinforcement learning to improve Markov chain Monte Carlo (MCMC) sampling. The methodology…