Pan Xu

Provable Anytime Ensemble Sampling Algorithms in Nonlinear Contextual Bandits

The results establish ensemble sampling as a provable and practical randomized exploration approach for nonlinear contextual bandits as well as introducing techniques that address challenges specific to nonlinear models.