Divide, Conquer, and Combine: a New Inference Strategy for Probabilistic Programs with Stochastic Support

Yuan Zhou, Hongseok Yang, Yee Whye Teh +1

Universal probabilistic programming systems (PPSs) provide a powerful framework for specifying rich probabilistic models. They further attempt to automate the process of drawing in…