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A Framework for Intelligence and Cortical Function Based on Grid Cells in the Neocortex
Jeff Hawkins1, Marcus Lewis1, Mirko Klukas1
1Numenta, Inc., Redwood City, CA, United States.
Frontiers in Neural Circuits
|January 29, 2019
Summary
This study proposes a novel location-based framework for neocortex function, suggesting grid cells throughout the brain support object representation and learning. This framework explains how the neocortex models object compositionality and behaviors.
Area of Science:
- Neuroscience
- Cognitive Science
Background:
- The function of the neocortex remains largely unknown.
- Grid cells in the entorhinal cortex are known to represent an animal's location in its environment.
Purpose of the Study:
- To propose a novel framework for understanding neocortex function.
- To investigate the potential presence and role of grid cells within the neocortex.
Main Methods:
- Theoretical framework development.
- Review of recent evidence on grid cell-like neurons in the neocortex.
Main Results:
- Proposed existence of grid cells throughout the neocortex, in every region and cortical column.
- Hypothesized that cortical grid cells represent the location of multiple features relative to objects.
- Suggested neocortex utilizes entorhinal cortex and hippocampus mechanisms for object structure learning.
Conclusions:
- The neocortex may function within a location-based framework, with each cortical column learning complete object models.
- This framework offers insights into object compositionality, behaviors, and distributed object representations.
- The conserved circuitry across cortical regions supports a universal, location-based learning and representation mechanism.
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