Associative conditioning in gene regulatory network models increases integrative causal emergence

Abstract How does learning affect the integration of an agent’s internal components into an emergent whole? We analyzed gene regulatory networks, which learn to associate distinct stimuli, using causal emergence, which captures the degree to which an integrated system is more than the sum of its par...

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Bibliographic Details
Main Authors: Federico Pigozzi, Adam Goldstein, Michael Levin
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Communications Biology
Online Access:https://doi.org/10.1038/s42003-025-08411-2
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