Fast and Correct Gradient-Based Optimisation for Probabilistic Programming via Smoothing

Basim Khajwal, C. -H. Luke Ong, Dominik Wagner

We study the foundations of variational inference, which frames posterior inference as an optimisation problem, for probabilistic programming. The dominant approach for optimisatio…