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cs.LG2026
Nonlinear Bandit
Tianshuo Zheng, Ting Wu, Zhi-Hua Zhou +1
In this paper we first study the problem of generalized linear bandit (GLB) under heavy-tailed noise. The characteristics of heavy-tailed distributions are widely observed in real-…
cs.LG2021
Low-Complexity Algorithm for Restless Bandits with Imperfect Observations
Keqin Liu, Richard Weber, Chengzhong Zhang
We consider a class of restless bandit problems that finds a broad application area in reinforcement learning and stochastic optimization. We consider independent discrete-time…