6 citations · 12 across the 10 of their papers we have counts for
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cs.LG2020
Instance-Sensitive Algorithms for Pure Exploration in Multinomial Logit Bandit
Nikolai Karpov, Qin Zhang
Motivated by real-world applications such as fast fashion retailing and online advertising, the Multinomial Logit Bandit (MNL-bandit) is a popular model in online learning and oper…
cs.DS2020★ 4 cited
Collaborative Top Distribution Identifications with Limited Interaction
Nikolai Karpov, Qin Zhang, Yuan Zhou
We consider the following problem in this paper: given a set of distributions, find the top- ones with the largest means. This problem is also called {\em top- arm identi…