From NeurODEs to AutoencODEs: A mean-field control framework for width-varying neural networks
The connection between Residual Neural Networks (ResNets) and continuous-time control systems (known as NeurODEs) has led to a mathematical analysis of neural networks, which has provided interesting results of both theoretical and practical significance. However, by construction, NeurODEs have been...
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| Main Authors: | Cristina Cipriani, Massimo Fornasier, Alessandro Scagliotti |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Cambridge University Press
2025-04-01
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| Series: | European Journal of Applied Mathematics |
| Subjects: | |
| Online Access: | https://www.cambridge.org/core/product/identifier/S0956792524000032/type/journal_article |
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