451 citations · 1.7k across the 73 of their papers we have counts for
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cs.AI2018★ 3 cited
Coordinated Exploration in Concurrent Reinforcement Learning
Maria Dimakopoulou, Benjamin Van Roy
We consider a team of reinforcement learning agents that concurrently learn to operate in a common environment. We identify three properties - adaptivity, commitment, and diversity…
cs.AI2013★ 2 cited
A Tractable POMDP for a Class of Sequencing Problems
Paat Rusmevichientong, Benjamin van Roy
We consider a partially observable Markov decision problem (POMDP) that models a class of sequencing problems. Although POMDPs are typically intractable, our formulation admits tra…