Generalized Normalizing Flows via Markov Chains

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Normalizing flows, diffusion normalizing flows and variational autoencoders are powerful generative models. This Element provides a unified framework to handle these approaches via Markov chains. The authors consider stochastic normalizing flows as a pair of Markov chains fulfilling some properties, and show how many state-of-the-art models for data generation fit into this framework. Indeed numer...
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Normalizing flows, diffusion normalizing flows and variational autoencoders are powerful generative models. This Element provides a unified framework to handle these approaches via Markov chains. The authors consider stochastic normalizing flows as a pair of Markov chains fulfilling some properties, and show how many state-of-the-art models for data generation fit into this framework. Indeed numer...
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  • Formats: pdf
  • ISBN: 9781009331036
  • Publication Date: 2 Feb 2023
  • Publisher: Cambridge University Press
  • Product language: English
  • Drm Setting: DRM