normflows: A PyTorch Package for Normalizing Flows

Normalizing flows model probability distributions through an expressive tractable density. They transform a simple base distribution, such as a Gaussian, through a sequence of invertible functions, which are referred to as layers. These layers typically use neural networks to become very expressive....

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Veröffentlicht in:arXiv.org 2023-06
Hauptverfasser: Stimper, Vincent, Liu, David, Campbell, Andrew, Berenz, Vincent, Ryll, Lukas, Schölkopf, Bernhard, José Miguel Hernández-Lobato
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Sprache:eng
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