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Believer-Skeptic meets Actor-Critic: Rethinking the role basal ganglia pathways in decision-making and reinforcement learning

Kyle Dunovan, Timothy Verstynen
doi: https://doi.org/10.1101/037085
Kyle Dunovan
1Department of Psychology, University of Pittsburgh, Pittsburgh, PA, USA
2Center for the Neural Basis of Cognition, University of Pittsburgh and Carnegie Mellon University, Pittsburgh, PA, USA
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  • For correspondence: ked64@pitt.edu
Timothy Verstynen
2Center for the Neural Basis of Cognition, University of Pittsburgh and Carnegie Mellon University, Pittsburgh, PA, USA
3Department of Psychology, Carnegie Mellon University, Pittsburgh, PA, USA
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Abstract

The flexibility of behavioral control is a testament to the brain’s capacity for dynamically resolving uncertainty during goal-directed actions. This ability to select actions and learn from immediate feedback is driven by the dynamics of basal ganglia (BG) pathways. A growing body of empirical evidence conflicts with the traditional view that these pathways act as independent levers for facilitating (i.e., direct pathway) or suppressing (i.e., indirect pathway) motor output, suggesting instead that they engage in a dynamic competition during action decisions that computationally captures action uncertainty. Here we discuss the utility of encoding action uncertainty as a dynamic competition between opposing control pathways and provide evidence that this simple mechanism may have powerful implications for bridging neurocomputational theories of decision making and reinforcement learning.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted March 30, 2016.
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Believer-Skeptic meets Actor-Critic: Rethinking the role basal ganglia pathways in decision-making and reinforcement learning
Kyle Dunovan, Timothy Verstynen
bioRxiv 037085; doi: https://doi.org/10.1101/037085
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Believer-Skeptic meets Actor-Critic: Rethinking the role basal ganglia pathways in decision-making and reinforcement learning
Kyle Dunovan, Timothy Verstynen
bioRxiv 037085; doi: https://doi.org/10.1101/037085

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