Web: http://arxiv.org/abs/2206.11563

June 24, 2022, 1:10 a.m. | Omri Ben-Dov, Pravir Singh Gupta, Victoria Fernandez Abrevaya, Michael J. Black, Partha Ghosh

cs.LG updates on arXiv.org arxiv.org

Modern generative models are roughly divided into two main categories: (1)
models that can produce high-quality random samples, but cannot estimate the
exact density of new data points and (2) those that provide exact density
estimation, at the expense of sample quality and compactness of the latent
space. In this work we propose LED, a new generative model closely related to
GANs, that allows not only efficient sampling but also efficient density
estimation. By maximizing log-likelihood on the output of …

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