1. Understanding neural circuit principles for representation learning through joint-embedding predictive architectures

    This article has 3 authors:
    1. Ashena Gorgan Mohammadi
    2. Manu Srinath Halvagal
    3. Friedemann Zenke
    This article has been curated by 1 group:
    • Curated by eLife

      eLife Assessment

      This manuscript proposes a valuable idea on how cortical networks may learn a helpful representation of sensory stimuli. The model implementing this idea is tested in multiple experimental paradigms. However, the evidence remains incomplete as to whether the method supports both invariance and equivariance and whether it can estimate the dynamics of the moving object.

    Reviewed by eLife

    This article has 5 evaluationsAppears in 1 listLatest version Latest activity
  2. Predicting functional topography of the human visual cortex from cortical anatomy at scale

    This article has 11 authors:
    1. Fernanda L Ribeiro
    2. Robert Satzger
    3. Felix Hoffstaedter
    4. Christian Bürger
    5. Peer Herholz
    6. David Linhardt
    7. Noah C Benson
    8. D Samuel Schwarzkopf
    9. Alexander M Puckett
    10. Steffen Bollmann
    11. Martin N Hebart
    This article has been curated by 1 group:
    • Curated by eLife

      eLife Assessment

      This valuable study presents a tool that uses brain anatomy to predict the layout and size of early visual maps, and it is strengthened by the use of a large and diverse collection of scans to examine differences across people and groups. The evidence is solid for the general usefulness of the approach, but incomplete for some of the broader claims about prediction accuracy and use across data sets, particularly for estimates of map size and for showing that the model improves on repeated functional measurements. This paper is likely to be of significant interest to visual perception researchers, especially those who use fMRI.

    Reviewed by eLife

    This article has 5 evaluationsAppears in 1 listLatest version Latest activity
  3. Perceptual glimpses are locally accumulated and globally maintained at distinct processing levels

    This article has 4 authors:
    1. Elisabeth Parés-Pujolràs
    2. Anna C Geuzebroek
    3. Redmond G O’Connell
    4. Simon P Kelly
    This article has been curated by 1 group:
    • Curated by eLife

      eLife Assessment

      This study presents valuable findings on the physiological and computational underpinnings of the accumulation of intermittent glimpses of sensory evidence. The evidence supporting the claims of the authors is solid, although a more exhaustive characterisation of how the different signals interact would have strengthened the study. The work will be of interest to cognitive and systems neuroscientists working on decision-making.

    Reviewed by eLife

    This article has 12 evaluationsAppears in 1 listLatest version Latest activity
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