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From Neuronal Packets to Thoughtseeds: A Hierarchical Model of Embodied Cognition in the Global Workspace

Prakash Chandra Kavi, Gorka Zamora-López, Daniel Ari Friedman

arXiv Preprint Archive August 28, 2024 via arXiv

Summary

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Cognition emerges from the dynamic interaction of self-organizing units of embodied knowledge called thoughtseeds within a Global Workspace of consciousness. This framework integrates evolutionary theory, neuronal packets, and the free energy principle into a hierarchical model of cognitive states comprising Neuronal Packet Domains, Knowledge Domains, the thoughtseed network, and meta-cognition. Nested Markov blankets and reciprocal message passing mediate this hierarchy, allowing thoughtseeds—fundamental units of thought—to compete for dominance, with the winning thoughtseed shaping conscious experience and guiding behavior. A mathematical framework grounded in active inference and dynamical systems theory models thoughtseed dynamics and their contribution to the unitary nature of consciousness.

Study at a glance

Characteristics Theoretical or philosophical paper Peer reviewed
Topics Philosophy of mind
Keywords Q-bio.nc Neuroscience Cognitive science Neural networks
Key finding The thoughtseed framework proposes that cognition arises from competing self-organizing units of embodied knowledge within a Global Workspace, mediated by hierarchical Markov blankets and active inference.

Abstract

The emergence of cognition requires a framework that bridges evolutionary principles with neurocomputational mechanisms. This paper introduces the novel "thoughtseed" framework, proposing that cognition arises from the dynamic interaction of self-organizing units of embodied knowledge called "thoughtseeds" within the Global Workspace of consciousness. Leveraging foundational concepts from evolutionary theory, neuronal packets, and free energy principle, we propose a hierarchical model of cognitive states, comprising Neuronal Packet Domains (NPDs), Knowledge Domains (KDs), the thoughtseed network, and meta-cognition. This hierarchical interplay, mediated by nested Markov blankets and reciprocal message passing, facilitates the emergence of thoughtseeds as coherent patterns of activity that guide perception, action, and learning. Thoughtseeds, posited as fundamental units of thought, compete for dominance within the Global Workspace, with the dominant thoughtseed shaping conscious experience and guiding behavior. We present a mathematical framework grounded in active inference and dynamical systems theory to model thoughtseed dynamics and their contribution to the unitary nature of consciousness. The thoughtseed framework offers a promising step towards a novel, biologically-grounded model for understanding the organizing principles and emergence of embodied cognition, offering a unified account of cognitive phenomena, with potential applications in understanding consciousness, attention, and decision-making.

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