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Strengths: 1) Technical and well executed. Weaknesses: 1) Positioning with respect to the prior work is insufficient and needs to be improved. Major comments: This paper cites most papers from the past few years on related subjects. However, it falls short in discussing details in which this work differs from the past work, such as the rates of regret bounds and the computational complexity of the proposed methods. This needs to be improved.