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| | THE NON-BAYESIAN RESTLESS MULTI-ARMED BANDIT: A CASE OF NEAR-LOGARITHMIC REGRET Wenhan Dai†∗ , Yi Gai‡ , Bhaskar Krishnamachari‡ , Qing Zhao§ † School of Information Science and Technology, Tsinghua Universit
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