Concepedia

Low-dimensional Neural Dynamics

Low-Dimensional Neural Dynamics is a theoretical construct in systems neuroscience that characterizes the collective activity of large neural populations as evolving within a reduced, lower-dimensional latent subspace of neural state space, capturing essential functional patterns and temporal structure while filtering out redundant or noisy dimensions in neural representation.

188

Publications

12.6K

Citations

530

Authors

292

Institutions

Publications per year

2017–2026

115

Parents

Publications

188

Gaussian-Process Factor Analysis for Low-Dimensional Single-Trial Analysis of Neural Population Activity

Byron M. Yu, John P. Cunningham, Gopal Santhanam et al. · Journal of Neurophysiology · 2009 · 731 citations · Full text

, , +15

Opening the Black Box: Low-Dimensional Dynamics in High-Dimensional Recurrent Neural Networks

David Sussillo, Omri Barak · Neural Computation · 2012 · 595 citations

, , +13

Linking Connectivity, Dynamics, and Computations in Low-Rank Recurrent Neural Networks

Francesca Mastrogiuseppe, Srdjan Ostojic · Neuron · 2018 · 426 citations · Full text

, , +11

Unsupervised Discovery of Demixed, Low-Dimensional Neural Dynamics across Multiple Timescales through Tensor Component Analysis

Alex H. Williams, Tony Hyun Kim, Forea Wang et al. · Neuron · 2018 · 374 citations · Full text

, , +17

A theory of multineuronal dimensionality, dynamics and measurement

Peiran Gao, Eric M. Trautmann, Byron M. Yu et al. · bioRxiv (Cold Spring Harbor Laboratory) · 2017 · 362 citations · Full text

, , +17

1–5 of 188

Authors

530

  1. SO
    Srdjan Ostojic

    Laboratoire de Neurosciences Cognitives, France

    8 publications · 601 citations

    8

    h-index

  2. KV
    Krishna V. Shenoy

    Stanford University, United States

    7 publications · 1.8K citations

    7

    h-index

  3. ES
    Eric Shea‐Brown

    University of Washington, United States

    6 publications · 247 citations

    6

    h-index

  4. BM
    Byron M. Yu

    Carnegie Mellon University, United States

    6 publications · 1.3K citations

    6

    h-index

  5. GD
    Gustavo Deco

    Universitat Pompeu Fabra, Spain

    5 publications · 356 citations

    5

    h-index

1–5 of 530

Institutions

292

  1. Princeton University

    Princeton, United States

    15 h-index

    67 publications

    3.3K citations

  2. Stanford University

    Stanford, United States

    14 h-index

    44 publications

    9K citations

  3. École Normale Supérieure - PSL

    Paris, France

    13 h-index

    30 publications

    1.9K citations

  4. Columbia University

    New York, United States

    12 h-index

    27 publications

    2.7K citations

  5. Inserm

    Paris, France

    11 h-index

    23 publications

    1.8K citations

  6. Howard Hughes Medical Institute

    Chevy Chase, United States

    11 h-index

    18 publications

    2.1K citations

  7. Laboratoire de Neurosciences Cognitives

    Paris, France

    10 h-index

    25 publications

    1.8K citations

  8. University of Washington

    Seattle, United States

    9 h-index

    18 publications

    690 citations

1–8 of 292

Venues

  1. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 17 publications · 728 citations

    12

    h-index

  2. PLoS Computational Biology

    11 publications · 589 citations

    11

    h-index

  3. Neural Computation

    9 publications · 1.1K citations

    9

    h-index

  4. arXiv (Cornell University)

    Repository · 8 publications · 252 citations

    8

    h-index

  5. Neuron

    8 publications · 1.4K citations

    8

    h-index

1–5