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Updated: Aug 5, 2026

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Perspectives on Neuroscience
Published on: July 31, 2007
Non-commutative structures of brain and cognition: quantum and contextual probability as a translational framework
Haruki Emori1,2,3, Andrei Khrennikov4, Atsushi Iriki2,3
1Graduate School of Information Science and Technology, Hokkaido University, Sapporo, Japan.
Frontiers in Human Neuroscience
|August 1, 2026
Summary
Cognitive neuroscience findings challenge classical models. We propose quantum probability theory to explain brain dynamics, suggesting neural networks generate quantum-like representations for cognition.
Area of Science:
- Cognitive Neuroscience
- Quantum Cognition
- Theoretical Neuroscience
Background:
- Classical probabilistic and causal frameworks fail to explain key cognitive phenomena like order effects and attentional selection.
- These anomalies suggest a deeper, non-commutative architecture underlying cognition and brain dynamics.
Purpose of the Study:
- To propose quantum probability theory and contextual probability theory as rigorous frameworks for understanding cognitive processes.
- To introduce the concept of Cognitive Structural Science, focusing on the geometry and algebra of cognitive state spaces.
Main Methods:
- Utilizing quantum probability theory and contextual probability theory to model cognitive processes.
- Conjecturing that neural network dynamics intrinsically generate quantum-like representations.
- Mapping quantum structural primitives (superposition, entanglement, non-commutativity) to specific brain activities.
Main Results:
- Evidence suggests cognitive processes can be rigorously described using quantum probability, moving beyond metaphorical analogies.
- Neural network dynamics are proposed to intrinsically generate quantum-like representations, not merely be described by quantum mathematics.
- Specific quantum primitives map to observed neural phenomena: premotor population coding, cortical synchrony, prefrontal dynamics, and default-mode network activity.
Conclusions:
- Quantum probability offers a powerful explanatory framework for cognitive neuroscience findings that resist classical explanations.
- The study introduces Cognitive Structural Science and proposes a research program using homologous experiments and quantum-computer simulations.
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