2.3k citations · 3.8k across the 95 of their papers we have counts for
Showing 2015Show all
2 papers · 1 filter
stat.ML2015★ 91 cited
Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning
Christoph Dann, Emma Brunskill
Recently, there has been significant progress in understanding reinforcement learning in discounted infinite-horizon Markov decision processes (MDPs) by deriving tight sample compl…
cs.LG2015★ 2 cited
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…