The dynamics of neural populations capture the laws of the mind

  • What would it mean to explain the mind in neural terms? Neural accounts of the mind are often sought in a reductionistic spirit in which neural mechanisms explain cognition. Because an individual’s thoughts and behaviors are not reproducible without careful control of task, stimulus, and behavioral history, laws of the mind are the currency of psychology. Reduction may thus have to take the form familiar from physics: deriving macroscopic laws from microscopic laws. I argue that the metaphor of reduction from non-equilibrium physics may be the most appropriate. Macroscopic patterns of neural activity, which cause behavior and thought, are slow dynamical variables that dominate the fast microscopic dynamics of individual neurons and synapses. I outline a theoretical framework in which strongly recurrent neural networks, described by neural dynamics, generate neural representations as attractor states that are embedded in low-dimensional feature spaces. Instabilities of these states are instrumental in decision-making and the generation of sequences of mental states that are the basis for higher cognition. Networks of such neural population dynamics form neural cognitive architectures that capture the laws of the mind.

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Metadaten
Author:Gregor SchönerORCiDGND
URN:urn:nbn:de:hbz:294-99317
DOI:https://doi.org/10.1111/tops.12453
Parent Title (English):Topics in cognitive science
Publisher:Wiley
Place of publication:Hoboken, New Jersey
Document Type:Article
Language:English
Date of Publication (online):2023/05/31
Date of first Publication:2019/09/12
Publishing Institution:Ruhr-Universität Bochum, Universitätsbibliothek
Tag:Cognitive architectures; Dynamical systems; Embodied cognition; Foundations of cognitive science; Neural dynamics; Neural populations; Sequence generation
Volume:12
Issue:4
First Page:1257
Last Page:1271
Note:
Dieser Beitrag ist auf Grund des DEAL-Wiley-Vertrages frei zugänglich.
Institutes/Facilities:Institut für Neuroinformatik, Lehrstuhl Theorie kognitiver Systeme
open_access (DINI-Set):open_access
faculties:International Graduate School of Neuroscience (IGSN)
Licence (English):License LogoCreative Commons - CC BY 4.0 - Attribution 4.0 International