Optimization Induced Equilibrium Networks : An Explicit Optimization Perspective for Understanding Equilibrium Models
To reveal the mystery behind deep neural networks (DNNs), optimization may offer a good perspective. There are already some clues showing the strong connection between DNNs and optimization problems, e.g., under a mild condition, DNN's activation function is indeed a proximal operator. In this...
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Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 3 vom: 01. März, Seite 3604-3616
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| 1. Verfasser: |
Xie, Xingyu
(VerfasserIn) |
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| Weitere Verfasser: |
Wang, Qiuhao,
Ling, Zenan,
Li, Xia,
Liu, Guangcan,
Lin, Zhouchen |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2023
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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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