Learning and Policy Search in Stochastic Dynamical Systems with Bayesian Neural Networks

Stefan Depeweg, José Miguel Hernández-Lobato, Finale Doshi-Velez +1

We present an algorithm for model-based reinforcement learning that combines Bayesian neural networks (BNNs) with random roll-outs and stochastic optimization for policy learning.…