Scale-free Adversarial Reinforcement Learning

Mingyu Chen, Xuezhou Zhang

This paper initiates the study of scale-free learning in Markov Decision Processes (MDPs), where the scale of rewards/losses is unknown to the learner. We design a generic algorith…