We introduce StarfishDB, a query execution engine optimized for relational probabilistic
programming. Our engine adopts the model of Gamma Probabilistic Databases …

In this paper we propose a novel knowledge compilation technique that compiles Bayesian
inference procedures, starting from probabilistic programs expressed in terms of …