Kernel Single-Index Bandits: Estimation, Inference, and Learning

Sakshi Arya, Satarupa Bhattacharjee, Bharath K. Sriperumbudur

We study contextual bandits with finitely many actions in which the reward of each arm follows a single-index model with an arm-specific index parameter and an unknown nonparametri…