Discount Factor as a Regularizer in Reinforcement Learning

Ron Amit, Ron Meir, Kamil Ciosek

Abstract: Specifying a Reinforcement Learning (RL) task involves choosing a suitable planning horizon, which is typically modeled by a discount factor. It is known that applying RL algorithms with a lower di...