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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Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 7 vom: 01. Juni, Seite 5131-5148
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| 1. Verfasser: |
Xiong, Huan
(VerfasserIn) |
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| Weitere Verfasser: |
Huang, Lei,
Zang, Wenston J T,
Zhen, Xiantong,
Xie, Guo-Sen,
Gu, Bin,
Song, Le |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2024
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| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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| Schlagworte: | Journal Article |
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