This is the homepage of a new book entitled "Mathematical Foundations of Reinforcement Learning."

A variational inference method with accurate uncertainty estimation. It uses a new semi-implicit variational family built on neural networks and hierarchical distribution (ICML 2018).

Source for experiments in the Additive Gaussian process paper, as well as extensions relating to dropout.