Amortized variance reduction for doubly stochastic objective

Ayman Boustati, Sattar Vakili, James Hensman, S. T. John

Abstract: Approximate inference in complex probabilistic models such as deep Gaussian processes requires the optimisation of doubly stochastic objective functions. These objectives incorporate randomness bot...