We study a non-parametric multi-armed bandit problem with stochastic covariates, where key complexity driver is the smoothness of payoff functions respect to covariates. Previous studies have focused on deriving minimax-optimal algorithms in cases it priori known how smooth are. In practice, however, typically not advance, and misspecification may severely deteriorate performance existing metho...
