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Peter Auer, Nicolò Cesa-Bianchi, Yoav Freund, Robert E. Schapire. The Nonstochastic Multiarmed Bandit Problem. SIAM Journal on Computing, 32(1):48-77, 2002. [doi]
Abstract is missing.