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Characterization of the Distortion-Perception Tradeoff for Finite Channels with Arbitrary Metrics
We provide a structural characterization of the DP tradeoff, where the DP function is piecewise linear in the perception index.
A Theory of the Distortion-Perception Tradeoff in Wasserstein Space
In this paper, we derive a closed form expression for this distortion-perception (DP) function for the mean squared-error (MSE) distortion and the Wasserstein-2 perception index.
Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN
In this formulation, DiRL can be seen as learning a deep generative model of the value distribution, driven by the discrepancy between the distribution of the current value, and the distribution of the sum of current reward and next value.
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