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Published on: October 22, 2015
Auditory cortex neurons that encode negative prediction errors respond to omissions of sounds in a predictable
Amit Yaron1, Tomoyo Shiramatsu-Isoguchi2, Felix B Kern1
1International Research Center for Neurointelligence (WPI-IRCN), UTIAS, The University of Tokyo, Tokyo, Japan.
The brain uses prediction error signals. This study identifies specific neurons in the rat auditory cortex that encode negative prediction errors, crucial for understanding how the brain learns from unexpected omissions.
Area of Science:
- Neuroscience
- Computational Neuroscience
Background:
- Predictive coding theory suggests the brain anticipates sensory input, generating prediction errors when reality deviates from expectations.
- Negative prediction errors signal when actual input is less than predicted, potentially linked to responses to omitted stimuli.
- The precise information encoded by these omission responses and their neuronal basis remain incompletely understood.
Purpose of the Study:
- To identify and characterize neurons encoding negative prediction errors in the auditory cortex.
- To investigate the role of omission responses in confirming negative prediction error signaling.
- To explore the computational mechanisms and circuit properties underlying prediction error asymmetry.
Main Methods:
- Recorded single-unit activity in the rat auditory cortex during an auditory omission paradigm.
- Manipulated tone probabilities to systematically alter prediction content and evidence accumulation.
- Developed a circuit model of laterally interconnected prediction-error neurons to simulate observed neural activity.
Main Results:
- Identified neurons exhibiting robust responses to omitted tones, correlating with predictability and evidence accumulation.
- Observed an asymmetry in neuronal responses: selective omission responses but broad tone responses.
- Demonstrated that a circuit model with lateral connections qualitatively reproduced this asymmetry and enhanced prediction encoding efficiency.
Conclusions:
- Neurons responding to omissions in the auditory cortex exhibit characteristics of negative prediction-error units.
- An asymmetric error signaling mechanism, potentially mediated by laterally interconnected neurons, is proposed.
- Lateral connections within prediction-error circuits may improve the precision and efficiency of sensory prediction encoding, consistent with the free energy principle.
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