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The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning

Temporal-difference (TD) learning models afford the neuroscientist a theory-driven roadmap in the quest for the neural mechanisms of reinforcement learning. The application of these models to understanding the role of phasic midbrain dopaminergic responses in reward prediction learning constitutes o...

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Autores principales: Mahmud, Ashraf, Petrov, Petio, Esber, Guillem R., Iordanova, Mihaela D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6461709/
https://www.ncbi.nlm.nih.gov/pubmed/30979910
http://dx.doi.org/10.1038/s41598-019-42244-4
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author Mahmud, Ashraf
Petrov, Petio
Esber, Guillem R.
Iordanova, Mihaela D.
author_facet Mahmud, Ashraf
Petrov, Petio
Esber, Guillem R.
Iordanova, Mihaela D.
author_sort Mahmud, Ashraf
collection PubMed
description Temporal-difference (TD) learning models afford the neuroscientist a theory-driven roadmap in the quest for the neural mechanisms of reinforcement learning. The application of these models to understanding the role of phasic midbrain dopaminergic responses in reward prediction learning constitutes one of the greatest success stories in behavioural and cognitive neuroscience. Critically, the classic learning paradigms associated with TD are poorly suited to cast light on its neural implementation, thus hampering progress. Here, we present a serial blocking paradigm in rodents that overcomes these limitations and allows for the simultaneous investigation of two cardinal TD tenets; namely, that learning depends on the computation of a prediction error, and that reinforcing value, whether intrinsic or acquired, propagates back to the onset of the earliest reliable predictor. The implications of this paradigm for the neural exploration of TD mechanisms are highlighted.
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spelling pubmed-64617092019-04-17 The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning Mahmud, Ashraf Petrov, Petio Esber, Guillem R. Iordanova, Mihaela D. Sci Rep Article Temporal-difference (TD) learning models afford the neuroscientist a theory-driven roadmap in the quest for the neural mechanisms of reinforcement learning. The application of these models to understanding the role of phasic midbrain dopaminergic responses in reward prediction learning constitutes one of the greatest success stories in behavioural and cognitive neuroscience. Critically, the classic learning paradigms associated with TD are poorly suited to cast light on its neural implementation, thus hampering progress. Here, we present a serial blocking paradigm in rodents that overcomes these limitations and allows for the simultaneous investigation of two cardinal TD tenets; namely, that learning depends on the computation of a prediction error, and that reinforcing value, whether intrinsic or acquired, propagates back to the onset of the earliest reliable predictor. The implications of this paradigm for the neural exploration of TD mechanisms are highlighted. Nature Publishing Group UK 2019-04-12 /pmc/articles/PMC6461709/ /pubmed/30979910 http://dx.doi.org/10.1038/s41598-019-42244-4 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Mahmud, Ashraf
Petrov, Petio
Esber, Guillem R.
Iordanova, Mihaela D.
The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
title The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
title_full The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
title_fullStr The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
title_full_unstemmed The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
title_short The serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
title_sort serial blocking effect: a testbed for the neural mechanisms of temporal-difference learning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6461709/
https://www.ncbi.nlm.nih.gov/pubmed/30979910
http://dx.doi.org/10.1038/s41598-019-42244-4
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