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We provide optimal lower and upper bounds for the augmented Kullback-Leiblerdivergence in terms of the augmented total variation distance between twoprobability measures defined on two Euclidean spaces having differentdimensions. We call them refined Pinsker's and reverse Pinsker's inequalities,respectively.

Refined Pinsker's and reverse Pinsker's inequalities for probability distributions of different dimensions