Evidence map›Paper›PMID 37296131›Full record

ArticleNature communications2023

Waves traveling over a map of visual space can ignite short-term predictions of sensory input.

Gabriel B Benigno, Roberto C Budzinski, Zachary W Davis, John H Reynolds, Lyle Muller

Abstract 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 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing 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

17 citing papers in PubMed.

  1. Article
  2. Article
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  4. Hierarchical Flows of Human Cortical Activity.bioRxiv : the preprint server for biology · 2026
    Article
  5. Article
  6. Article
  7. Brain-Wide Spatiotemporally Distinct Traveling Waves Drive Anxiety-Like Behaviors in Mice.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Image segmentation with traveling waves in an exactly solvable recurrent neural network.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  12. Review
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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

5 authors.

Gabriel B BenignoDepartment of Mathematics, Western University, London, ON, Canada.
Roberto C BudzinskiDepartment of Mathematics, Western University, London, ON, Canada.
Zachary W DavisThe Salk Institute for Biological Studies, La Jolla, CA, USA.ORCID 0000-0003-4440-9011
John H ReynoldsThe Salk Institute for Biological Studies, La Jolla, CA, USA.ORCID 0000-0001-6988-4607
Lyle MullerDepartment of Mathematics, Western University, London, ON, Canada. lmuller2@uwo.ca.ORCID 0000-0001-5165-9890

Funding

Spatiotemporal patterns of neural activity and their role in perceptionR01EY028723 · NEI · SALK INSTITUTE FOR BIOLOGICAL STUDIES · PI Lyle Edward Muller, JOHN H REYNOLDS · 2018 to 2026
$3.7M
NEI NIH HHS R01 EY028723
6 · The paper itself

Abstract

Recent analyses have found waves of neural activity traveling across entire visual cortical areas in awake animals. These traveling waves modulate the excitability of local networks and perceptual sensitivity. The general computational role of these spatiotemporal patterns in the visual system, however, remains unclear. Here, we hypothesize that traveling waves endow the visual system with the capacity to predict complex and naturalistic inputs. We present a network model whose connections can be rapidly and efficiently trained to predict individual natural movies. After training, a few input frames from a movie trigger complex wave patterns that drive accurate predictions many frames into the future solely from the network's connections. When the recurrent connections that drive waves are randomly shuffled, both traveling waves and the ability to predict are eliminated. These results suggest traveling waves may play an essential computational role in the visual system by embedding continuous spatiotemporal structures over spatial maps.

Indexed as

Visual CortexWakefulnessAnimals

Identifiers

PMID37296131
PMCPMC10256723

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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.