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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Autore principale:	Tomas Veloz
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Frontiers Media S.A. 2025-07-01
Serie:	Frontiers in Cognition
Soggetti:	artificial intelligence emergence causal reasoning autopoieisis metasystem transitions embodied cognition
Accesso online:	https://www.frontiersin.org/articles/10.3389/fcogn.2025.1618381/full
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