2 papers
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.LG2025
Extended UCB Policies for Multi-armed Bandit Problems
Keqin Liu, Tianshuo Zheng, Zhi-Hua Zhou
The multi-armed bandit (MAB) problems are widely studied in fields of operations research, stochastic optimization, and reinforcement learning. In this paper, we consider the class…