10 citations · 16 across the 6 of their papers we have counts for
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cs.LG2023
Allocating Divisible Resources on Arms with Unknown and Random Rewards
Ningyuan Chen, Wenhao Li
We consider a decision maker allocating one unit of renewable and divisible resource in each period on a number of arms. The arms have unknown and random rewards whose means are pr…
cs.LG2021★ 1 cited
Multi-armed Bandit Requiring Monotone Arm Sequences
Ningyuan Chen
In many online learning or multi-armed bandit problems, the taken actions or pulled arms are ordinal and required to be monotone over time. Examples include dynamic pricing, in whi…
cs.LG2020
Regime Switching Bandits
Xiang Zhou, Yi Xiong, Ningyuan Chen +1
We study a multi-armed bandit problem where the rewards exhibit regime switching. Specifically, the distributions of the random rewards generated from all arms are modulated by a c…