Literature DB >> 28352111

Motivational neural circuits underlying reinforcement learning.

Bruno B Averbeck1, Vincent D Costa1.   

Abstract

Reinforcement learning (RL) is the behavioral process of learning the values of actions and objects. Most models of RL assume that the dopaminergic prediction error signal drives plasticity in frontal-striatal circuits. The striatum then encodes value representations that drive decision processes. However, the amygdala has also been shown to play an important role in forming Pavlovian stimulus-outcome associations. These Pavlovian associations can drive motivated behavior via the amygdala projections to the ventral striatum or the ventral tegmental area. The amygdala may, therefore, play a central role in RL. Here we compare the contributions of the amygdala and the striatum to RL and show that both the amygdala and striatum learn and represent expected values in RL tasks. Furthermore, value representations in the striatum may be inherited, to some extent, from the amygdala. The striatum may, therefore, play less of a primary role in learning stimulus-outcome associations in RL than previously suggested.

Mesh:

Year:  2017        PMID: 28352111     DOI: 10.1038/nn.4506

Source DB:  PubMed          Journal:  Nat Neurosci        ISSN: 1097-6256            Impact factor:   24.884


  59 in total

1.  Neural modulation of social reinforcement learning by intranasal oxytocin in male adults with high-functioning autism spectrum disorder: a randomized trial.

Authors:  Jana A Kruppa; Anna Gossen; Eileen Oberwelland Weiß; Gregor Kohls; Nicola Großheinrich; Hannah Cholemkery; Christine M Freitag; Wolfram Karges; Elke Wölfle; Judith Sinzig; Gereon R Fink; Beate Herpertz-Dahlmann; Kerstin Konrad; Martin Schulte-Rüther
Journal:  Neuropsychopharmacology       Date:  2018-11-02       Impact factor: 7.853

2.  Ventral striatum's role in learning from gains and losses.

Authors:  Craig A Taswell; Vincent D Costa; Elisabeth A Murray; Bruno B Averbeck
Journal:  Proc Natl Acad Sci U S A       Date:  2018-12-13       Impact factor: 11.205

3.  Correlates of Auditory Decision-Making in Prefrontal, Auditory, and Basal Lateral Amygdala Cortical Areas.

Authors:  Julia L Napoli; Corrie R Camalier; Anna-Leigh Brown; Jessica Jacobs; Mortimer M Mishkin; Bruno B Averbeck
Journal:  J Neurosci       Date:  2020-12-10       Impact factor: 6.167

4.  Effects of Ventral Striatum Lesions on Stimulus-Based versus Action-Based Reinforcement Learning.

Authors:  Kathryn M Rothenhoefer; Vincent D Costa; Ramón Bartolo; Raquel Vicario-Feliciano; Elisabeth A Murray; Bruno B Averbeck
Journal:  J Neurosci       Date:  2017-06-16       Impact factor: 6.167

5.  Reward-related choices determine information timing and flow across macaque lateral prefrontal cortex.

Authors:  Hua Tang; Ramon Bartolo; Bruno B Averbeck
Journal:  Nat Commun       Date:  2021-02-09       Impact factor: 14.919

6.  An Analysis of Decision under Risk in Rats.

Authors:  Christine M Constantinople; Alex T Piet; Carlos D Brody
Journal:  Curr Biol       Date:  2019-05-30       Impact factor: 10.834

7.  Ventral striatum lesions do not affect reinforcement learning with deterministic outcomes on slow time scales.

Authors:  Raquel Vicario-Feliciano; Elisabeth A Murray; Bruno B Averbeck
Journal:  Behav Neurosci       Date:  2017-08-14       Impact factor: 1.912

8.  Task-specificity in focal dystonia is shaped by aberrant diversity of a functional network kernel.

Authors:  Stefan Fuertinger; Kristina Simonyan
Journal:  Mov Disord       Date:  2018-09-27       Impact factor: 10.338

9.  Unbelievable: Neural Correlate of the Feedback Negativity in the Anterior Cingulate.

Authors:  Bruno B Averbeck
Journal:  Neuron       Date:  2017-07-19       Impact factor: 17.173

Review 10.  Multidimensional processing in the amygdala.

Authors:  Katalin M Gothard
Journal:  Nat Rev Neurosci       Date:  2020-08-24       Impact factor: 34.870

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