Toward aitiopoietic cognition: bridging the evolutionary divide between biological and machine-learned causal systems

We examine and compare autopoietic systems (biological organisms) and machine learning systems (MLSs) highlighting crucial differences in how causal reasoning emerges and operates. Despite superficial functional similarities in behavior and cognitive abilities, we identify profound structural differ...

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Bibliographic Details
Main Author: Tomas Veloz
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Cognition
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcogn.2025.1618381/full
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