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Prediction suppression and surprise enhancement in monkey inferotemporal cortex.

Suchitra Ramachandran1,2,3, Travis Meyer4, Carl R Olson4,2,5

  • 1Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania; suchitra.ramachandran@fmi.ch.

Journal of Neurophysiology
|April 21, 2017
PubMed
Summary

Monkey inferotemporal neurons show prediction-modulated firing, suppressing responses to expected visual stimuli and potentially enhancing responses to unexpected ones. This suggests the visual system prioritizes unpredicted events over precise prediction error signaling.

Keywords:
inferotemporalmacaqueprediction

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Area of Science:

  • Neuroscience
  • Computational Neuroscience
  • Visual Processing

Background:

  • Neuronal responses in the visual system are influenced by learned associations and predictions.
  • Predictive coding models propose neurons signal prediction errors, crucial for updating internal models of the world.

Purpose of the Study:

  • To investigate how neuronal visual responsiveness in monkey inferotemporal cortex (area TE) is affected by sequential image learning.
  • To determine whether observed prediction-modulated firing arises from prediction suppression or surprise enhancement.

Main Methods:

  • Monkeys were trained with sequential image pairs, establishing predictive relationships between leading and trailing images.
  • Neuronal firing rates were recorded and compared under prediction-confirming, prediction-violating, and prediction-neutral conditions.

Main Results:

  • Neurons exhibited significantly weaker responses to trailing images when they confirmed predictions (prediction suppression).
  • Neurons showed stronger responses to the same images when they violated predictions (potential surprise enhancement).
  • Evidence strongly supported prediction suppression, with limited support for surprise enhancement.

Conclusions:

  • Monkey inferotemporal neurons display prediction-modulated firing, but the signal appears unsigned, unlike the signed prediction errors in standard predictive coding models.
  • The findings suggest a visual system mechanism that emphasizes unpredicted events, offering an alternative to traditional predictive coding frameworks.