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Implicit Normalizing Flows

Published in arXiv (Cornell University) • Mar 17, 2021
NobleIDNI2P26W34R28S47
Authors:
Cheng Lu
,
Jianfei Chen
,
Chongxuan Li

Abstract

Normalizing flows define a probability distribution by an explicit invertible transformation $\boldsymbol{\mathbf{z}}=f(\boldsymbol{\mathbf{x}})$. In this work, we present implicit normalizing flows (ImpFlows), which generalize normalizing flows by allowing the mapping to be implicitly defined by th...

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