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The uncoordinated spectrum access problem is studied using a multi-player multi-armed bandits framework. In the considered system model there is no central control and the users cannot communicate with each other. Furthermore, the environment may appear differently to different users, i.e., the mean rewards as seen by different users for a particular channel may be different. With this setup, we present a policy that achieves expected regret of O (log T) over a time horizon of duration T.

Multi-User MABs with User Dependent Rewards for Uncoordinated Spectrum Access