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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Bibliographic Details
Main Authors: Cristina Cipriani, Massimo Fornasier, Alessandro Scagliotti
Format: Article
Language:English
Published: Cambridge University Press 2025-04-01
Series:European Journal of Applied Mathematics
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S0956792524000032/type/journal_article
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