Discovering and Removing Exogenous State Variables and Rewards for Reinforcement Learning

Thomas G. Dietterich, George Trimponias, Zhitang Chen

Exogenous state variables and rewards can slow down reinforcement learning by injecting uncontrolled variation into the reward signal. We formalize exogenous state variables and re…