Coarse-graining network flow through statistical physics and machine learning

Abstract Information dynamics plays a crucial role in complex systems, from cells to societies. Recent advances in statistical physics have made it possible to capture key network properties, such as flow diversity and signal speed, using entropy and free energy. However, large system sizes pose com...

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Bibliographic Details
Main Authors: Zhang Zhang, Arsham Ghavasieh, Jiang Zhang, Manlio De Domenico
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-025-56034-2
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