Nonparametric Bandits with Single-Index Rewards: Optimality and Adaptivity

Wanteng Ma, T. Tony Cai

Contextual bandits are a central framework for sequential decision-making, with applications ranging from recommendation systems to clinical trials. While nonparametric methods can…