Evidence map›Paper›PMID 36918567›Full record

ArticleNature communications2023

Working memory control dynamics follow principles of spatial computing.

Mikael Lundqvist, Scott L Brincat, Jonas Rose, Melissa R Warden, Timothy J Buschman, Earl K Miller, Pawel Herman

Full text read
In one paragraph

Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.

0numbers the graph read from it
0cells of the map it votes in
30citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

30 citing papers in PubMed.

  1. Article
  2. Categorization is 'baked' into the brain.Nature reviews. Neuroscience · 2026
    Review
  3. Article
  4. Human Beta Oscillations Reflect Magnitude and Fidelity of Priority Shifts in Working Memory.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026
    Article
  5. Review
  6. Article
  7. Article
  8. Article
  9. Review
  10. Evidence for an Active Handoff between Hemispheres during Target Tracking.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  11. Review
  12. Article
  13. Article
  14. Orbitofrontal High-Gamma Reflects Spike-Dissociable Value and Decision Mechanisms.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  15. Review
  16. Article
  17. Microcircuitry and oscillation features across model cortical regions.The ... Midwest Symposium on Circuits and Systems conference proceedings : MWSCAS. Midwest Symposium on Circuits and Systems · 2025
    Article
  18. Article
  19. Article
  20. Is working memory domain-general or domain-specific?Trends in cognitive sciences · 2024
    Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Mikael LundqvistDivision of Psychology, Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden. mikael.lundqvist@ki.se.ORCID 0000-0003-1011-5234
Scott L BrincatThe Picower Institute for Learning and Memory, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 43 Vassar Street, Cambridge, MA, 02139, USA.
Jonas RoseThe Picower Institute for Learning and Memory, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 43 Vassar Street, Cambridge, MA, 02139, USA.ORCID 0000-0003-1745-727X
Melissa R WardenThe Picower Institute for Learning and Memory, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 43 Vassar Street, Cambridge, MA, 02139, USA.ORCID 0000-0003-2240-3997
Timothy J BuschmanThe Picower Institute for Learning and Memory, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 43 Vassar Street, Cambridge, MA, 02139, USA.ORCID 0000-0003-1298-2761
Earl K MillerThe Picower Institute for Learning and Memory, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 43 Vassar Street, Cambridge, MA, 02139, USA.
Pawel HermanDivision of Computational Science and Technology, School of Electrical Engineering and Computer Science & Digital Futures, KTH Royal Institute of Technology, Stockholm, 100 44, Sweden. paherman@kth.se.ORCID 0000-0001-6553-823X

Funding

Cortical Circuits for Attention and DecisionsR37MH087027 · NIMH · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI MILLER, EARL K · 2010 to 2019
$4.7M
Imaging the Evolving Neural Circuit Dynamics of DepressionDP2MH109982 · NIMH · CORNELL UNIVERSITY · PI WARDEN, MELISSA RHOADS · 2015 to 2015
$2.3M
Lateral habenula circuits for the regulation of goal-directed behaviorR01MH127510 · NIMH · UNIVERSITY OF ARIZONA · PI WARDEN, MELISSA RHOADS · 2021 to 2025
$1.9M
Neural circuit regulation of ramping activity in dopamine neuronsR01DA055075 · NIDA · UNIVERSITY OF ARIZONA · PI Melissa Rhoads Warden · 2022 to 2026
$1.4M
Testing the Mechanisms, Layers, and Frequencies of Prediction Encoding and its ViolationK99MH116100 · NIMH · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI BASTOS, ANDRE MORAES · 2018 to 2020
$328k
NIDA NIH HHS R01 DA055075NIMH NIH HHS DP2 MH109982NIMH NIH HHS K99 MH116100NIMH NIH HHS R01 MH127510NIMH NIH HHS R37 MH087027
6 · The paper itself

Abstract

Working memory (WM) allows us to remember and selectively control a limited set of items. Neural evidence suggests it is achieved by interactions between bursts of beta and gamma oscillations. However, it is not clear how oscillations, reflecting coherent activity of millions of neurons, can selectively control individual WM items. Here we propose the novel concept of spatial computing where beta and gamma interactions cause item-specific activity to flow spatially across the network during a task. This way, control-related information such as item order is stored in the spatial activity independent of the detailed recurrent connectivity supporting the item-specific activity itself. The spatial flow is in turn reflected in low-dimensional activity shared by many neurons. We verify these predictions by analyzing local field potentials and neuronal spiking. We hypothesize that spatial computing can facilitate generalization and zero-shot learning by utilizing spatial component as an additional information encoding dimension.

Indexed as

Memory, Short-TermMental RecallNeurons

Identifiers

PMID36918567
PMCPMC10015009

What OpenQuestion holds

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LicenceCC BY
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Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.