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20152026
most citedOptimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays

70 citations · 161 across the 37 of their papers we have counts for

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stat.ML2024

Fixed Confidence Best Arm Identification in the Bayesian Setting

Kyoungseok Jang, Junpei Komiyama, Kazutoshi Yamazaki

We consider the fixed-confidence best arm identification (FC-BAI) problem in the Bayesian setting. This problem aims to find the arm of the largest mean with a fixed confidence lev…

stat.ML2024

Replicability is Asymptotically Free in Multi-armed Bandits

Junpei Komiyama, Shinji Ito, Yuichi Yoshida +1

We consider a replicable stochastic multi-armed bandit algorithm that ensures, with high probability, that the algorithm's sequence of actions is not affected by the randomness inh…