Automating Involutive MCMC using Probabilistic and Differentiable Programming

Marco Cusumano-Towner, Alexander K. Lew, Vikash K. Mansinghka

Involutive MCMC is a unifying mathematical construction for MCMC kernels that generalizes many classic and state-of-the-art MCMC algorithms, from reversible jump MCMC to kernels ba…