Generalized Linear Bandits: Almost Optimal Regret with One-Pass Update

Yu-Jie Zhang, Sheng-An Xu, Peng Zhao +1

We study the generalized linear bandit (GLB) problem, a contextual multi-armed bandit framework that extends the classical linear model by incorporating a non-linear link function,…