2.3k citations · 3.8k across the 95 of their papers we have counts for
Showing 2014Show all
2 papers · 1 filter
stat.ML2014★ 42 cited
Online Stochastic Optimization under Correlated Bandit Feedback
Mohammad Gheshlaghi Azar, Alessandro Lazaric, Emma Brunskill
In this paper we consider the problem of online stochastic optimization of a locally smooth function under bandit feedback. We introduce the high-confidence tree (HCT) algorithm, a…
cs.AI2014★ 80 cited
Efficient Planning under Uncertainty with Macro-actions
Ruijie He, Emma Brunskill, Nicholas Roy
Deciding how to act in partially observable environments remains an active area of research. Identifying good sequences of decisions is particularly challenging when good control p…