Stochastic Linear Contextual Bandits with Bounded Noise: A Set-Membership Approach

Haonan Xu, Yingying Li

This paper considers stochastic linear contextual bandits (SLCB) with bounded reward noise. Existing works typically assume sub-Gaussian reward noise and bounded expected rewards,…