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Open AccessJournal ArticleDOI

Medial prefrontal cortex as an action-outcome predictor

William H. Alexander, +1 more
- 01 Oct 2011 - 
- Vol. 14, Iss: 10, pp 1338-1344
TLDR
It is shown that a simple model based on standard learning rules can simulate and unify an unprecedented range of known effects in mPFC, and suggests a new view of the medial prefrontal cortex, as a region concerned with learning and predicting the likely outcomes of actions, whether good or bad.
Abstract
The medial prefrontal cortex (mPFC) and especially anterior cingulate cortex is central to higher cognitive function and many clinical disorders, yet its basic function remains in dispute. Various competing theories of mPFC have treated effects of errors, conflict, error likelihood, volatility and reward, using findings from neuroimaging and neurophysiology in humans and monkeys. No single theory has been able to reconcile and account for the variety of findings. Here we show that a simple model based on standard learning rules can simulate and unify an unprecedented range of known effects in mPFC. The model reinterprets many known effects and suggests a new view of mPFC, as a region concerned with learning and predicting the likely outcomes of actions, whether good or bad. Cognitive control at the neural level is then seen as a result of evaluating the probable and actual outcomes of one's actions.

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Citations
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The role of medial prefrontal cortex in memory and decision making.

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An Interoceptive Predictive Coding Model of Conscious Presence

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References
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Journal ArticleDOI

Reward prediction error signals associated with a modified time estimation task.

TL;DR: The results indicate that fERN amplitude reflects a reward prediction error signal and that the size of this error signal is correlated across participants with changes in task performance.
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Frontal Cortex Subregions Play Distinct Roles in Choices between Actions and Stimuli

TL;DR: The effect of selective OFC lesions on how monkeys used the history of reinforcement to guide choices of either particular actions or particular stimuli was studied and compared with the effects of ACCS lesions, which were found to cause a more general learning impairment in more naturalistic situations in which reward was stochastic.
Journal ArticleDOI

Behavioral shifts and action valuation in the anterior cingulate cortex.

TL;DR: It is shown here that the anterior cingulate cortex encodes multiple feedbacks devoted to exploration and its immediate termination, which are combined for rapid behavioral regulation.
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Anterior cingulate activity during routine and non-routine sequential behaviors in macaques

TL;DR: Neurons activated with sequence components (68%) differed in activity between search and repetition, and task-related activity occurred in a regime of memory-based motor performance in which attention to action is less necessary.
Journal ArticleDOI

Anterior cingulate error-related activity is modulated by predicted reward.

TL;DR: In this article, reward-related parameters modulate error-related activity of anterior cingulate neurons in monkeys performing stimulus-reward associations and preliminary data obtained with a problem-solving task.
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