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This paper first introduces a refined version of the Azuma-Hoeffdinginequality for discrete-parameter martingales with uniformly bounded jumps. Therefined inequality is used to revisit the large deviations analysis of binaryhypothesis testing.

On Concentration and Revisited Large Deviations Analysis of Binary Hypothesis Testing