451 citations · 1.7k across the 73 of their papers we have counts for
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cs.LG2013
Efficient Reinforcement Learning in Deterministic Systems with Value Function Generalization
Zheng Wen, Benjamin Van Roy
We consider the problem of reinforcement learning over episodes of a finite-horizon deterministic system and as a solution propose optimistic constraint propagation (OCP), an algor…
cs.LG2013★ 12 cited
Learning to Optimize Via Posterior Sampling
Daniel Russo, Benjamin Van Roy
This paper considers the use of a simple posterior sampling algorithm to balance between exploration and exploitation when learning to optimize actions such as in multi-armed bandi…