Uncertainty-Aware Policy Optimization: A Robust, Adaptive Trust Region Approach

James Queeney, Ioannis Ch. Paschalidis, Christos G. Cassandras

In order for reinforcement learning techniques to be useful in real-world decision making processes, they must be able to produce robust performance from limited data. Deep policy…