ICML-Tightening the Dependence on Horizon in the Sample Complexity of Q-Learning

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Tightening the Dependence on Horizon in the
                  Sample Complexity of Q-Learning

          Gen Li 1 Changxiao Cai 2 Yuxin Chen 2 Yuantao Gu 1 Yuting Wei 3 Yuejie Chi 4

              Abstract                Q-learning (Borkar & Meyn, 2000; Jaakkola et al., 1994;
                                  Szepesvari, 1998; Tsitsiklis, 1994) have been primarily fo-
    Q-learning, which seeks to learn the optimal Q-
                                  cused on the asymptotic regime — in which  ...

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关键词：DEPENDENCE tightening Complexity Learning Complex