Learning from an Exploring Demonstrator: Optimal Reward Estimation for Bandits

Wenshuo Guo, Kumar Krishna Agrawal, Aditya Grover +2

We introduce the "inverse bandit" problem of estimating the rewards of a multi-armed bandit instance from observing the learning process of a low-regret demonstrator. Existing appr…