451 citations · 1.7k across the 73 of their papers we have counts for
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cs.LG2018★ 14 cited
Scalable Coordinated Exploration in Concurrent Reinforcement Learning
Maria Dimakopoulou, Ian Osband, Benjamin Van Roy
We consider a team of reinforcement learning agents that concurrently operate in a common environment, and we develop an approach to efficient coordinated exploration that is suita…
cs.LG2018★ 3 cited
Satisficing in Time-Sensitive Bandit Learning
Daniel Russo, Benjamin Van Roy
Much of the recent literature on bandit learning focuses on algorithms that aim to converge on an optimal action. One shortcoming is that this orientation does not account for time…