universality
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Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.93)
Universality laws for Gaussian mixtures in generalized linear models
Gaussian mixtures are a popular model in high-dimensional statistics since, besides being an universal approximator, they often lead to mathematically tractable problems.
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Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (1.00)
fcc3dc27672a12510babe448d665e152-Paper-Conference.pdf
We show the universality of depth-2 group convolutional neural networks (GCNNs) inaunified and constructivemanner based ontheridgelet theory.
Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.67)
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UniversalRate-Distortion-PerceptionRepresentations forLossyCompression
We prove that the corresponding information-theoretic universal rate-distortionperception function is operationally achievable in an approximate sense.
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