On the Number of Linear Regions of Convolutional Neural Networks With Piecewise Linear Activations

One fundamental problem in deep learning is understanding the excellent performance of deep Neural Networks (NNs) in practice. An explanation for the superiority of NNs is that they can realize a large family of complicated functions, i.e., they have powerful expressivity. The expressivity of a Neur...

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Publié dans:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 7 vom: 01. Juli, Seite 5131-5148
Auteur principal:	Xiong, Huan (Auteur)
Autres auteurs:	Huang, Lei, Zang, Wenston J T, Zhen, Xiantong, Xie, Guo-Sen, Gu, Bin, Song, Le
Format:	Article en ligne
Langue:	English
Publié:	2024
Accès à la collection:	IEEE transactions on pattern analysis and machine intelligence
Sujets:	Journal Article