The Online Coupon-Collector Problem and Its Application to Lifelong Reinforcement Learning

Emma Brunskill, Lihong Li

Transferring knowledge across a sequence of related tasks is an important challenge in reinforcement learning (RL). Despite much encouraging empirical evidence, there has been litt…