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Differential role of beta band activity in a dual-task working memory paradigm under internally vs. externally directed cognition.

Overview

Authors: Ankit Yadav1, Arpan Banerjee1, Dipanjan Roy1,2
  1. National Brain Research Centre, Gurugram, India
  2. Indian Institute of Technology, Jodhpur, India
Institutions: National Brain Research Centre (India)
Journal: Frontiers in human neuroscience, volume 20, article 1791453
Dates: received 19 January 2026; accepted 27 April 2026; published online 12 May 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.3389/fnhum.2026.1791453 · PMID 42205778 · PMCID PMC13201523 · OpenAlex W7160941332
Open access: gold, a free copy (OpenAlex)
Status: code verified
Categories: EEG (modality), cognitive (subfield)
Methods: Spectral & time-frequency, Statistics, Smoothing, state filtering, decompositions, Preprocessing, Evoked potentials, Physiology & signal measures
Keywords: beta band activity, dual-task paradigm, internally directed cognition, quantile regression, working memory
Topic: Neural and Behavioral Psychology Studies (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Citations: not cited yet (Europe PMC); 75 references in the paper

Abstract

Internally directed cognition (IDC), whether spontaneous or intentional, has been associated with impaired performance in cognitive tasks. Yet, the neurophysiological mechanisms underpinning this disruption remain poorly understood. In the present study, we characterized the neural correlates of IDC and identified how they impact on performance in a color-recall working memory task using electroencephalography (EEG). Participants performed a novel dual-task paradigm involving either self-referential (IDC) or perceptual processing of adjectives, involving externally directed cognition (EDC) followed by a color-recall task. IDC enhanced late frontal positivity in EEG over medial-frontal electrodes as a marker of sustained self-referential processing. Time–frequency analyses further revealed increased event-related desynchronization in alpha and beta bands during stimulus encoding in the IDC condition, as well as increased alpha synchronization during the delay period, consistent with internal attention maintenance. To capture trial-level variability in task performance, we applied conditional quantile regression to individual trial-level observations. Results showed that beta desynchronization in interaction with condition type during encoding influenced performance significantly in trials with low errors, whereas trials with high error in color recall were better explained by increased reaction times. These findings provide converging electrophysiological evidence for distinct neural signatures of internally directed cognition and highlight their behavioral consequences in working memory performance.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

No file of the authors' code could be read here: it is described below, and read at its source.

drive.google.com/drive/u

License: none: the authors keep all their rights
State: the link answers, verified on 28 September 2026
Evidence: the link answers
Software Heritage: not checked
Found in: “Data availability statement”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 28 September 2026: the link answers (HTTP 200)
  • 28 September 2026: the link answers (HTTP 200)

The paper's code and data availability statement is in the Data section.

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

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  • 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 0 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data availability statement

The raw EEG data used in this study is available from the corresponding authors upon reasonable request. However, the processed EEG data and all the relevant codes used for subsequent analysis in this study are available in the provided link https://drive.google.com/drive/u/0/folders/19X5xdNLVueJf5NniAL4JtUKgXewgqWEH.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

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Version 2, 28 September 2026

  • Funding: added National Brain Research Centre; Science and Engineering Research Board

Version 1, 28 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 3 authors, 5 keywords, 75 references.

Cite

This paper

Yadav, A., Banerjee, A., & Roy, D. (2026). Differential role of beta band activity in a dual-task working memory paradigm under internally vs. externally directed cognition. Frontiers in human neuroscience, 20, 1791453. https://doi.org/10.3389/fnhum.2026.1791453

BibTeX

@article{yadav2026differential,
author = {Yadav, Ankit and Banerjee, Arpan and Roy, Dipanjan},
title = {{Differential role of beta band activity in a dual-task working memory paradigm under internally vs. externally directed cognition}},
journal = {Frontiers in human neuroscience},
year = {2026},
month = may,
volume = {20},
pages = {1791453},
publisher = {Frontiers Media SA},
issn = {1662-5161},
doi = {10.3389/fnhum.2026.1791453},
url = {https://doi.org/10.3389/fnhum.2026.1791453},
pmid = {42205778},
pmcid = {PMC13201523}
}

RIS

TY - JOUR
AU - Yadav, Ankit
AU - Banerjee, Arpan
AU - Roy, Dipanjan
TI - Differential role of beta band activity in a dual-task working memory paradigm under internally vs. externally directed cognition
T2 - Frontiers in human neuroscience
J2 - Front Hum Neurosci
PY - 2026
DA - 2026/05/12
VL - 20
SP - 1791453
SN - 1662-5161
PB - Frontiers Media SA
DO - 10.3389/fnhum.2026.1791453
UR - https://doi.org/10.3389/fnhum.2026.1791453
LA - en
ER -

CSL-JSON

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