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vq-draw

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

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VQ-DRAW: A Sequential Discrete VAE

Nichol, Alex

arXiv.org Machine LearningMar-3-2020

VQ-DRAW leverages a vector quantization effect to adapt the sequential generation scheme of DRAW [1] to discrete latent variables. I show that VQ-DRAW can effectively learn to compress images from a variety of common datasets, as well as generate realistic samples from these datasets with no help from an autoregressive prior.

latent code, reconstruction, vq-draw, (15 more...)

arXiv.org Machine Learning

2003.01599

Country:

North America > United States > California > Santa Clara County > Palo Alto (0.04)
North America > Canada > Ontario > Toronto (0.04)

Genre: Research Report (0.40)

Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.47)

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