Hoeffding and Bernstein Races for Selecting Policies in Evolutionary Direct Policy Search

Uncertainty arises in reinforcement learning from various sources, and therefore it is necessary to consider statistics based on several roll-outs for evaluating behavioral policies. We add an adaptiv