Concepedia

Two-layer Neural Computation

Two-Layer Neural Computation is a computational framework in neuroscience and artificial intelligence that models the integration of synaptic inputs through two hierarchically organized layers of nonlinear processing units, typically representing the interaction between dendritic compartments and somatic output in neurons, thereby enabling enhanced representational capacity beyond single-layer integration.

285

Publications

23.5K

Citations

703

Authors

316

Institutions

Publications per year

2017–2026

144

Parents

Publications

285

Bidirectional associative memories

Bart Kosko · IEEE Transactions on Systems Man and Cybernetics · 1988 · 2.1K citations

, , +16

2011 International Joint Conference on Neural Networks

IEEE Transactions on Neural Networks · 2011 · 1.8K citations

, , +13

2011 International Joint Conference on Neural Networks

H. AMADOU BOUBACAR, S. Maouche · IEEE Transactions on Neural Networks · 2010 · 1.5K citations

, , +13

Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights

Dat Nguyen, Bernard Widrow · 1990 · 1.4K citations

, , +13

Pyramidal Neuron as Two-Layer Neural Network

Panayiota Poirazi, Terrence Brannon, Bartlett W. Mel · Neuron · 2003 · 822 citations · Full text

, , +7

1–5 of 285

Authors

703

  1. YL
    Yuanzhi Li

    Princeton University, United States

    7 publications · 668 citations

    7

    h-index

  2. AM
    Andrea Montanari

    Stanford University, United States

    6 publications · 249 citations

    6

    h-index

  3. FK
    Florent Krząkała

    Centre National de la Recherche Scientifique, France

    6 publications · 178 citations

    6

    h-index

  4. LZ
    Lenka Zdeborová

    Centre National de la Recherche Scientifique, France

    6 publications · 178 citations

    6

    h-index

  5. DS
    David Saad

    Aston University, United Kingdom

    5 publications · 535 citations

    5

    h-index

1–5 of 703

Institutions

316

  1. Stanford University

    Stanford, United States

    12 h-index

    23 publications

    4.7K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    16 publications

    736 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    7 publications

    132 citations

  4. University of Pittsburgh

    Pittsburgh, United States

    7 h-index

    11 publications

    259 citations

  5. Harvard University

    Cambridge, United States

    6 h-index

    9 publications

    201 citations

  6. University of Edinburgh

    Edinburgh, United Kingdom

    6 h-index

    9 publications

    1K citations

  7. RIKEN Center for Brain Science

    Wako, Japan

    5 h-index

    8 publications

    184 citations

  8. Princeton University

    Princeton, United States

    5 h-index

    11 publications

    739 citations

1–8 of 316

Venues

  1. arXiv (Cornell University)

    Repository · 43 publications · 2.2K citations

    23

    h-index

  2. IEEE Transactions on Neural Networks

    17 publications · 5.2K citations

    15

    h-index

  3. 5

    h-index

  4. Neural Computation

    5 publications · 101 citations

    5

    h-index

  5. Computers & Mathematics with Applications

    4 publications · 207 citations

    4

    h-index

1–5