Explosive neural networks via higher-order interactions in curved statistical manifolds

Higher-order interactions underlie complex phenomena in systems such as biological and artificial neural networks, but their study is challenging due to the scarcity of tractable models. By leveraging a generalisation of the maximum entropy principle, we introduce curved neural networks as a class o...

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Bibliographic Details
Published in:Nature communications Vol. 16; no. 1; pp. 6511 - 10
Main Authors: Aguilera, Miguel, Morales, Pablo A., Rosas, Fernando E., Shimazaki, Hideaki
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 24.07.2025
Nature Publishing Group
Nature Portfolio
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ISSN:2041-1723, 2041-1723
Online Access:Get full text
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