255 citations · 2.4k across the 127 of their papers we have counts for
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cs.AI2014★ 13 cited
On Minimax Optimal Offline Policy Evaluation
Lihong Li, Remi Munos, Csaba Szepesvari
This paper studies the off-policy evaluation problem, where one aims to estimate the value of a target policy based on a sample of observations collected by another policy. We firs…
cs.AI2014★ 9 cited
Adaptive Monte Carlo via Bandit Allocation
James Neufeld, András György, Dale Schuurmans +1
We consider the problem of sequentially choosing between a set of unbiased Monte Carlo estimators to minimize the mean-squared-error (MSE) of a final combined estimate. By reducing…