Improvements to Inference Compilation for Probabilistic Programming in Large-Scale Scientific Simulators

Mario Lezcano Casado, Atilim Gunes Baydin, David Martinez Rubio +8

We consider the problem of Bayesian inference in the family of probabilistic models implicitly defined by stochastic generative models of data. In scientific fields ranging from po…