Tight bounds for augmented KL divergence in terms of augmented total variation distance

03/01/2022

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by   Michele Caprio, et al.

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We provide optimal variational upper and lower bounds for the augmented Kullback-Leibler divergence in terms of the augmented total variation distance between two probability measures defined on two Euclidean spaces having different dimensions.