Better Fair Algorithms for Contextual Bandits ∗

Abstract

We study fairness in the linear bandit setting. Starting from the notion of meritocratic fairness introduced in Joseph et al. [11], we introduce a sufficiently more general model in which meritocratic fairness can be imposed and satisfied. We then perform a more fine-grained analysis which achieves better performance guarantees in this more general model… (More)

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