Uniformly Conservative Exploration in Reinforcement Learning

Wanqiao Xu, Jason Yecheng Ma, Kan Xu +2

A key challenge to deploying reinforcement learning in practice is avoiding excessive (harmful) exploration in individual episodes. We propose a natural constraint on exploration -…