3.4k citations · 9.9k across the 108 of their papers we have counts for
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cs.LG2014★ 82 cited
Bounded Regret for Finite-Armed Structured Bandits
Tor Lattimore, Remi Munos
We study a new type of K-armed bandit problem where the expected return of one arm may depend on the returns of other arms. We present a new algorithm for this general class of pro…
cs.LG2014★ 75 cited
Best-Arm Identification in Linear Bandits
Marta Soare, Alessandro Lazaric, Rémi Munos
We study the best-arm identification problem in linear bandit, where the rewards of the arms depend linearly on an unknown parameter and the objective is to return the arm wi…