Neural dynamics and brain function Open access Peer reviewed

Strong and localized recurrence controls the dimensionality of neural activity across brain areas

David Dahmen, Stefano Recanatesi, Xiaoxuan Jia, Gabriel Koch Ocker and 5 more

Nature Neuroscience | Aug 19, 2026 | 28 citations

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Analyzing a massive synaptic physiology dataset, it is found that motifs impacting dimensionality are prevalent in both mouse and human brains, and local circuitry scales up systematically to help control the degrees of freedom that brain networks may explore and exploit.

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The brain contains an astronomical number of neurons, but it is their collective activity that underlies brain function. The number of degrees of freedom that this activity explores (its dimensionality) is therefore a fundamental signature of neural dynamics. However, it is not known what controls dimensionality in the biological brain. Through analysis of high-density Neuropixels recordings, here, we argue that areas across the mouse cortex predominantly operate in a sensitive regime that gives recurrent synaptic networks a strong role in regulating dimensionality. This control is expressed across time, as cortical activity transitions among states with different dimensionalities. Moreover, this control is mediated through highly tractable features of synaptic networks (network motifs). Analyzing a massive synaptic physiology dataset, we find that motifs impacting dimensionality are prevalent in both mouse and human brains. Thus, local circuitry scales up systematically to help control the degrees of freedom that brain networks may explore and exploit.

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David Dahmen

first | Forschungszentrum Jülich | ORCID 0000-0002-7664-916X

Stefano Recanatesi

middle | University of Washington | ORCID 0000-0002-3576-9261

Xiaoxuan Jia

middle | McGovern Institute for Brain Research | ORCID 0000-0001-5484-9331

Gabriel Koch Ocker

middle | Boston University | ORCID 0000-0001-9627-9576

Luke Campagnola

middle | Allen Institute | ORCID 0000-0002-2959-1284

Stephanie C. Seeman

middle | Forschungszentrum Jülich | ORCID 0000-0003-3894-1992

Tim Jarsky

middle | University of Washington | ORCID 0000-0002-4399-539X

Moritz Helias

middle | Forschungszentrum Jülich | ORCID 0000-0002-0404-8656

Eric Shea‐Brown

last | Center for Neurosciences | ORCID 0000-0002-9012-1396

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BibTeX

@article{Dahmen2026Strong,
  title = {Strong and localized recurrence controls the dimensionality of neural activity across brain areas},
  author = {David Dahmen and Stefano Recanatesi and Xiaoxuan Jia and Gabriel Koch Ocker and Luke Campagnola and Stephanie C. Seeman and Tim Jarsky and Moritz Helias and Eric Shea‐Brown},
  journal = {Nature Neuroscience},
  year = {2026},
  doi = {10.1038/s41593-026-02395-w},
  url = {https://doi.org/10.1038/s41593-026-02395-w}
}

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