2021
Adapting to misspecification in contextual bandits with offline regression oracles
ICML 2021spotlight
Computationally efficient contextual bandits are often based on estimating a predictive model of rewards given contexts and arms using past data. However, when the reward model is not well-specified, the bandit algorithm may incur unexpected regret, so recent work has focused on algorithms that are…