Active subsets concentrate in hemispheres for β<2, enabling two-stage decoding with vanishing pre-filter error and exponential ML error for β<1/4 in many-access Gaussian MACs.
Blessing of dimensionality: mathe- matical foundations of the statistical physics of data
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The paper analyzes participant opinions from a Physics of Life Reviews discussion on the simplicity revolution in high-dimensional neuroscience and its implications for machine learning.
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Hemispherical Concentration Subset Recovery in Many-Access Gaussian Multiple-Access Channels
Active subsets concentrate in hemispheres for β<2, enabling two-stage decoding with vanishing pre-filter error and exponential ML error for β<1/4 in many-access Gaussian MACs.
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Symphony of high-dimensional brain
The paper analyzes participant opinions from a Physics of Life Reviews discussion on the simplicity revolution in high-dimensional neuroscience and its implications for machine learning.