believer-skeptic meets actor-critic: rethinking the role of basal ganglia pathways during decision-making and reinforcement learning

believer-skeptic meets actor-critic: rethinking the role of basal ganglia pathways during decision-making and reinforcement learning

;Kyle eDunovan;Kyle eDunovan;Timothy eVerstynen;Timothy eVerstynen
Journal of enzyme inhibition and medicinal chemistry 2016 Vol. 10 pp. -
237
edunovan2016frontiersbeliever-skeptic

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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152872
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10.3389/fnins.2016.00106
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