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Related Experiment Video

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Goal-Directed Behavior and Instrumental Devaluation: A Neural System-Level Computational Model.

Francesco Mannella1, Marco Mirolli1, Gianluca Baldassarre1

  • 1Laboratory of Computational Embodied Neuroscience, Institute of Cognitive Sciences and Technologies, National Research Council of Italy Rome, Italy.

Frontiers in Behavioral Neuroscience
|November 3, 2016
PubMed
Summary

This study presents a computational model explaining how brain mechanisms enable reward value to control goal-directed actions in mammals. The model integrates neural pathways and brain structures involved in learning and selecting actions based on current needs.

Keywords:
Pavlovian processesbrain system based on basolateral-amygdala and nucleus-accumbens and multiple basal-ganglia thalamo cortex loopscomputational system-level model based on leaky firing-rate neuronsdevaluation behavioral experiments with ratsgoal-directed and habitual processesinstrumental manipulanda and cueslearningreward satiety and value

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Area of Science:

  • Neuroscience
  • Computational Neuroscience
  • Behavioral Neuroscience

Background:

  • Devaluation experiments are crucial for understanding goal-directed behaviors in mammals.
  • The neural basis for how current reward value influences instrumental actions remains incompletely understood.

Purpose of the Study:

  • To propose a neural system-level computational model explaining how reward value controls instrumental actions.
  • To hypothesize the integrated brain mechanisms underlying devaluation effects on goal-directed behavior.

Main Methods:

  • Developed a computational model based on the hypothesis that internal representations of actions activate reward representations with state-dependent values.
  • Integrated key brain components: basolateral amygdala-insular cortex, basal ganglia-cortical loops, and cortico-cortical/striato-nigro-striatal pathways.
  • Validated the model by reproducing and explaining results from rat devaluation experiments with specific brain lesions.

Main Results:

  • The model demonstrates computational soundness in linking action-outcome associations and state-dependent reward valuation.
  • It successfully explains how various brain structures (amygdala, insular cortex, basal ganglia, cortex) interact to bias action selection.
  • The model accurately reproduces lesion and control data from devaluation experiments.

Conclusions:

  • The proposed model provides a systems-level framework for understanding the neural mechanisms of devaluation.
  • It highlights the integrated roles of specific brain circuits in attributing current value to rewards and guiding actions.
  • The model serves as a foundation for future research on motivational control of goal-directed behavior.