Learning Proposals for Probabilistic Programs with Inference Combinators

Sam Stites, Heiko Zimmermann, Hao Wu +2

We develop operators for construction of proposals in probabilistic programs, which we refer to as inference combinators. Inference combinators define a grammar over importance sam…