Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Neural encoding of task-dependent errors during adaptive learning

View ORCID ProfileChang-Hao Kao, View ORCID ProfileSangil Lee, Joshua I. Gold, Joseph W. Kable
doi: https://doi.org/10.1101/2020.05.11.089094
Chang-Hao Kao
1Department of Psychology, University of Pennsylvania, Philadelphia, PA 19104, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Chang-Hao Kao
  • For correspondence: chakao@sas.upenn.edu kable@psych.upenn.edu
Sangil Lee
1Department of Psychology, University of Pennsylvania, Philadelphia, PA 19104, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Sangil Lee
Joshua I. Gold
2Department of Neuroscience, University of Pennsylvania, Philadelphia, PA 19104, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Joseph W. Kable
1Department of Psychology, University of Pennsylvania, Philadelphia, PA 19104, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: chakao@sas.upenn.edu kable@psych.upenn.edu
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Preview PDF
Loading

Abstract

Effective learning requires using errors in a task-dependent manner, for example adjusting to errors that result from unpredicted environmental changes but ignoring errors that result from environmental stochasticity. Where and how the brain represents errors in a task-dependent manner and uses them to guide behavior are not well understood. We imaged the brains of human participants performing a predictive-inference task with two conditions that had different sources of errors. Their performance was sensitive to this difference, including more choice switches after fundamental changes versus stochastic fluctuations in reward contingencies. Using multi-voxel pattern classification, we identified task-dependent representations of error magnitude and past errors in posterior parietal cortex. These representations were distinct from representations of the resulting behavioral adjustments in dorsomedial frontal, anterior cingulate, and orbitofrontal cortex. The results provide new insights into how the human brain represents errors in a task-dependent manner and guides subsequent adaptive behavior.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
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.
Back to top
PreviousNext
Posted October 09, 2020.
Download PDF
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
Neural encoding of task-dependent errors during adaptive learning
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
Neural encoding of task-dependent errors during adaptive learning
Chang-Hao Kao, Sangil Lee, Joshua I. Gold, Joseph W. Kable
bioRxiv 2020.05.11.089094; doi: https://doi.org/10.1101/2020.05.11.089094
Digg logo Reddit logo Twitter logo Facebook logo Google logo LinkedIn logo Mendeley logo
Citation Tools
Neural encoding of task-dependent errors during adaptive learning
Chang-Hao Kao, Sangil Lee, Joshua I. Gold, Joseph W. Kable
bioRxiv 2020.05.11.089094; doi: https://doi.org/10.1101/2020.05.11.089094

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Neuroscience
Subject Areas
All Articles
  • Animal Behavior and Cognition (3589)
  • Biochemistry (7553)
  • Bioengineering (5498)
  • Bioinformatics (20742)
  • Biophysics (10305)
  • Cancer Biology (7962)
  • Cell Biology (11624)
  • Clinical Trials (138)
  • Developmental Biology (6596)
  • Ecology (10175)
  • Epidemiology (2065)
  • Evolutionary Biology (13586)
  • Genetics (9525)
  • Genomics (12824)
  • Immunology (7911)
  • Microbiology (19518)
  • Molecular Biology (7647)
  • Neuroscience (42014)
  • Paleontology (307)
  • Pathology (1254)
  • Pharmacology and Toxicology (2195)
  • Physiology (3260)
  • Plant Biology (7027)
  • Scientific Communication and Education (1294)
  • Synthetic Biology (1948)
  • Systems Biology (5420)
  • Zoology (1113)