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Related Experiment Video

Updated: Jul 19, 2025

Three-dimensional Tissue Engineered Aligned Astrocyte Networks to Recapitulate Developmental Mechanisms and Facilitate Nervous System Regeneration
08:52

Three-dimensional Tissue Engineered Aligned Astrocyte Networks to Recapitulate Developmental Mechanisms and Facilitate Nervous System Regeneration

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Building transformers from neurons and astrocytes.

Leo Kozachkov1,2, Ksenia V Kastanenka3, Dmitry Krotov1

  • 1Massachusetts Institute of Technology-International Business Machines, Watson Artificial Intelligence Laboratory, IBM Research, Cambridge, MA 02142.

Proceedings of the National Academy of Sciences of the United States of America
|August 14, 2023
PubMed
Summary
This summary is machine-generated.

Glial cells, including astrocytes, are vital for brain function. New research shows neuron-astrocyte networks can perform computations similar to AI Transformers, potentially explaining brain flexibility.

Keywords:
Transformersartificial intelligenceastrocytesglianeuroscience

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Last Updated: Jul 19, 2025

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Area of Science:

  • Neuroscience
  • Artificial Intelligence
  • Computational Biology

Background:

  • Glial cells constitute 50-90% of human brain cells, performing critical developmental, structural, and metabolic roles.
  • Astrocytes, a type of glial cell, are increasingly recognized for their direct involvement in cognitive functions like learning and memory.
  • The precise computational role of neuron-astrocyte interactions remains an underexplored area, despite known feedback loops.

Purpose of the Study:

  • To bridge the understanding gap in the computational role of neuron-astrocyte interactions.
  • To explore the potential of neuron-astrocyte networks to perform complex computations.
  • To provide a testable framework for neuron-astrocyte communication.

Main Methods:

  • Leveraging recent advancements in artificial intelligence (AI) and astrocyte imaging technologies.
  • Analyzing neuron-astrocyte networks through the lens of computational principles.
  • Comparing the computational capabilities of neuron-astrocyte networks to AI architectures like Transformers.

Main Results:

  • Demonstrated that neuron-astrocyte networks can naturally perform the core computations characteristic of Transformer AI models.
  • Established a normative and experimentally testable model for neuron-astrocyte communication.
  • Identified parallels between the computational power of neuron-astrocyte networks and the success of Transformers in diverse tasks.

Conclusions:

  • Neuron-astrocyte networks possess computational capabilities analogous to advanced AI.
  • This finding offers a potential explanation for the brain's ubiquity, flexibility, and power in processing information.
  • The study provides a novel framework for understanding brain function through the integration of neuroscience and AI.