23 citations · 48 across the 5 of their papers we have counts for
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stat.ML2020★ 11 cited
Structure Adaptive Algorithms for Stochastic Bandits
Rémy Degenne, Han Shao, Wouter M. Koolen
We study reward maximisation in a wide class of structured stochastic multi-armed bandit problems, where the mean rewards of arms satisfy some given structural constraints, e.g. li…
stat.ML2020★ 23 cited
Gamification of Pure Exploration for Linear Bandits
Rémy Degenne, Pierre Ménard, Xuedong Shang +1
We investigate an active pure-exploration setting, that includes best-arm identification, in the context of linear stochastic bandits. While asymptotically optimal algorithms exist…