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Vicarious reinforcement learning signals when instructing others.

Matthew A J Apps1, Elise Lesage2, Narender Ramnani3

  • 1Nuffield Department of Clinical Neuroscience, University of Oxford, Oxford OX1 9DU, United Kingdom, Department of Experimental Psychology, University of Oxford, Oxford OX1 2JD, United Kingdom, Department of Psychology, Royal Holloway, University of London, Surrey TW20 0EX, United Kingdom, and matthew.apps@ndcn.ox.ac.uk.

The Journal of Neuroscience : the Official Journal of the Society for Neuroscience
|February 21, 2015
PubMed
Summary
This summary is machine-generated.

Teachers' anterior cingulate cortex (ACC) signals prediction errors (PEs) when monitoring students' learning. This vicarious reinforcement learning mechanism may facilitate teaching by processing others' erroneous predictions.

Keywords:
cingulatefMRIprediction errorreinforcement learningsocialteaching

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Area of Science:

  • Neuroscience
  • Cognitive Science
  • Social Learning

Background:

  • Reinforcement learning (RL) theory explains learning via prediction errors (PEs).
  • Social learning often involves teachers providing feedback that generates PEs in students.
  • The neural basis of RL signals in teachers monitoring others is largely unknown.

Purpose of the Study:

  • To investigate the neural mechanisms underlying reinforcement learning signals in teachers.
  • To determine if the anterior cingulate cortex (ACC) signals prediction errors when teachers monitor student learning.
  • To explore other brain regions involved in processing student performance during teaching.

Main Methods:

  • Functional magnetic resonance imaging (fMRI) was used to scan teachers.
  • Teachers instructed confederate students on action-outcome associations, providing feedback.
  • A reinforcement learning computational model analyzed student behavior and generated prediction error values.

Main Results:

  • Teacher ACC activity significantly correlated with student prediction error values.
  • Insula and ventromedial prefrontal cortex activity in teachers reflected student predicted values.
  • These findings indicate vicarious processing of prediction errors in teachers.

Conclusions:

  • The anterior cingulate cortex (ACC) plays a role in signaling vicarious prediction errors during teaching.
  • Reinforcement learning mechanisms, when processed vicariously, may underlie and facilitate teaching behaviors.
  • This study provides novel insights into the neural basis of social learning and instruction.