Concepedia

Synaptic Intelligence

Synaptic Intelligence is a continual learning method that, as a form of synaptic plasticity regularization, dynamically allocates parameter importance during training to prevent catastrophic forgetting by simulating biological synaptic consolidation mechanisms.

21

Publications

2.2K

Citations

61

Authors

24

Institutions

Publications per year

2017–2026

13

Parents

Publications

21

Continual Learning Through Synaptic Intelligence.

Friedemann Zenke, Ben Poole, Surya Ganguli · PubMed · 2017 · 979 citations · Full text

, , +13

Enhanced MLP performance and fault tolerance resulting from synaptic weight noise during training

Alan F. Murray, Peter J. Edwards · IEEE Transactions on Neural Networks · 1994 · 200 citations

, , +14

Distributed Learning, Recognition, and Prediction by ART and ARTMAP Neural Networks

Gail A. Carpenter · Neural Networks · 1997 · 144 citations · Full text

, , +15

Life-long learning Cell Structures—continuously learning without catastrophic interference

Fred H. Hamker · Neural Networks · 2001 · 101 citations

, , +14

Highly Sensitive Artificial Visual Array Using Transistors Based on Porphyrins and Semiconductors

Xin Wang, Yang Lu, Junyao Zhang et al. · Small · 2020 · 93 citations

, , +15

1–5 of 21

Authors

61

  1. SG
    Surya Ganguli

    Stanford University, United States

    3 publications · 1.1K citations

    3

    h-index

  2. FZ
    Friedemann Zenke

    Friedrich Miescher Institute, Switzerland

    3 publications · 1.1K citations

    3

    h-index

  3. BP
    Ben Poole

    Google (United States), United States

    3 publications · 1.1K citations

    3

    h-index

  4. JZ
    Jingxin Zhang

    Tsinghua University, China

    2 publications · 89 citations

    2

    h-index

  5. MC
    Maoyin Chen

    Tsinghua University, China

    2 publications · 89 citations

    2

    h-index

1–5 of 61

Institutions

24

  1. Tsinghua University

    Beijing, China

    2 h-index

    5 publications

    226 citations

  2. Seoul National University

    Seoul, South Korea

    2 h-index

    9 publications

    485 citations

  3. Shandong University of Science and Technology

    Qingdao, China

    2 h-index

    2 publications

    89 citations

  4. Brandeis University

    Waltham, United States

    2 h-index

    2 publications

    71 citations

  5. Stanford University

    Stanford, United States

    2 h-index

    6 publications

    3.1K citations

  6. Tongji University

    Shanghai, China

    1 h-index

    7 publications

    651 citations

  7. Jawaharlal Nehru Centre for Advanced Scientific Research

    Bengaluru, India

    1 h-index

    3 publications

    63 citations

  8. Georgia Institute of Technology

    Atlanta, United States

    1 h-index

    2 publications

    72 citations

1–8 of 24

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 97 citations

    2

    h-index

  2. Network Computation in Neural Systems

    2 publications · 71 citations

    2

    h-index

  3. Neural Networks

    2 publications · 245 citations

    2

    h-index

  4. IEEE Access

    1 publications · 44 citations

    1

    h-index

  5. IEEE Transactions on Electron Devices

    1 publications · 36 citations

    1

    h-index

1–5