This document discusses Markov chain Monte Carlo (MCMC) based rendering techniques. It introduces Metropolis light transport (MLT) as the original MCMC rendering technique. It then summarizes several advanced MCMC techniques that build upon MLT, including Primary sample space MLT (PSSMLT), Multiplexed MLT, Manifold exploration (ME), Energy redistribution path tracing (ERPT), Population Monte Carlo