AITopics | Arbabi, Aryan

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Arbabi, Aryan

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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."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

$\beta$-VAEs can retain label information even at high compression

Fertig, Emily, Arbabi, Aryan, Alemi, Alexander A.

arXiv.org Machine LearningDec-6-2018

In this paper, we investigate the degree to which the encoding of a $\beta$-VAE captures label information across multiple architectures on Binary Static MNIST and Omniglot. Even though they are trained in a completely unsupervised manner, we demonstrate that a $\beta$-VAE can retain a large amount of label information, even when asked to learn a highly compressed representation.

artificial intelligence, information, neural network, (20 more...)

arXiv.org Machine Learning

1812.02682

Country: North America > Canada > Ontario > Toronto (0.15)

Genre: Research Report (0.67)

Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.69)

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