323 citations · 383 across the 6 of their papers we have counts for
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cs.IT2019★ 42 cited
Sparse Regression Codes
Ramji Venkataramanan, Sekhar Tatikonda, Andrew Barron
Developing computationally-efficient codes that approach the Shannon-theoretic limits for communication and compression has long been one of the major goals of information and codi…
stat.ML2019★ 17 cited
Complexity, Statistical Risk, and Metric Entropy of Deep Nets Using Total Path Variation
Andrew R. Barron, Jason M. Klusowski
For any ReLU network there is a representation in which the sum of the absolute values of the weights into each node is exactly , and the input layer variables are multiplied by…