A Constrained Talagrand Transportation Inequality with Applications to Rate-Distortion-Perception Theory

约束塔拉格兰德运输不等式及其在率失真感知理论中的应用

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Abstract

A constrained version of Talagrand's transportation inequality is established, which reveals an intrinsic connection between the Gaussian distortion-rate-perception functions with limited common randomness under the Kullback-Leibler divergence-based and squared Wasserstein-2 distance-based perception measures. This connection provides an organizational framework for assessing existing bounds on these functions. In particular, we show that the best-known bounds of Xie et al. are nonredundant when examined through this connection.

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