Provable Anytime Ensemble Sampling Algorithms in Nonlinear Contextual Bandits
arXiv:2510.10730v2 Announce Type: replace-cross
Abstract: We provide a unified algorithmic framework for ensemble sampling in nonlinear contextual bandits and develop corresponding regret bounds for two most common nonlinear contextual bandit settings…