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cs.LG2025
On the Problem of Best Arm Retention
Houshuang Chen, Yuchen He, Chihao Zhang
This paper presents a comprehensive study on the problem of Best Arm Retention (BAR), which has recently found applications in streaming algorithms for multi-armed bandits. In the…
cs.LG2023★ 1 cited
On Interpolating Experts and Multi-Armed Bandits
Houshuang Chen, Yuchen He, Chihao Zhang
Learning with expert advice and multi-armed bandit are two classic online decision problems which differ on how the information is observed in each round of the game. We study a fa…
cs.LG2021★ 2 cited
Understanding Bandits with Graph Feedback
Houshuang Chen, Zengfeng Huang, Shuai Li +1
The bandit problem with graph feedback, proposed in [Mannor and Shamir, NeurIPS 2011], is modeled by a directed graph where is the collection of bandit arms, and once…