How Transferable are the Representations Learned by Deep Q Agents?

Jacob Tyo, Zachary Lipton

In this paper, we consider the source of Deep Reinforcement Learning (DRL)'s sample complexity, asking how much derives from the requirement of learning useful representations of e…