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Capacity of the treelike sign perceptrons neural networks with one hidden layer -- RDT based upper bounds

Capacity of the treelike sign perceptrons neural networks with one hidden layer -- RDT based upper bounds

M. Stojnic
ArXiv (abs)PDFHTML

Papers citing "Capacity of the treelike sign perceptrons neural networks with one hidden layer -- RDT based upper bounds"

3 / 3 papers shown
Title
Solution space and storage capacity of fully connected two-layer neural networks with generic activation functions
Solution space and storage capacity of fully connected two-layer neural networks with generic activation functions
Sota Nishiyama
Masayuki Ohzeki
86
1
0
20 Apr 2024
Fixed width treelike neural networks capacity analysis -- generic activations
Fixed width treelike neural networks capacity analysis -- generic activations
M. Stojnic
64
3
0
08 Feb 2024
\emph{Lifted} RDT based capacity analysis of the 1-hidden layer treelike \emph{sign} perceptrons neural networks
\emph{Lifted} RDT based capacity analysis of the 1-hidden layer treelike \emph{sign} perceptrons neural networks
M. Stojnic
45
1
0
13 Dec 2023

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