Concepedia

Weight Sparsity

Weight Sparsity is a structural efficiency metric in neural network pruning that quantifies the proportion of zero-valued weights relative to the total number of weights in a model, serving as a measure of model compactness.

70

Publications

3.2K

Citations

297

Authors

101

Institutions

Publications per year

2017–2026

61

Parents

Publications

70

Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classification performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia

JungHoe Kim, Vince D. Calhoun, Eunsoo Shim et al. · NeuroImage · 2015 · 367 citations · Full text

, , +16

A 4096-Neuron 1M-Synapse 3.8-pJ/SOP Spiking Neural Network With On-Chip STDP Learning and Sparse Weights in 10-nm FinFET CMOS

Gregory K. Chen, Raghavan Kumar, H. Ekin Sumbul et al. · IEEE Journal of Solid-State Circuits · 2018 · 206 citations

, , +13

PHY-Layer Authentication With Multiple Landmarks With Reduced Overhead

Liang Xiao, Xiaoyue Wan, Zhu Han · IEEE Transactions on Wireless Communications · 2017 · 181 citations

, , +14

Learning Sparse Neural Networks through $L_0$ Regularization

Christos Louizos, Max Welling, Diederik P. Kingma · arXiv (Cornell University) · 2017 · 149 citations · Full text

, , +15

Research on sparsity indexes for fault diagnosis of rotating machinery

Yonghao Miao, Ming Zhao, Jiadong Hua · Measurement · 2020 · 129 citations

, , +11

1–5 of 70

Authors

297

  1. YW
    Yanzhi Wang

    Northeastern University, United States

    6 publications · 192 citations

    6

    h-index

  2. SK
    Sanghoon Kang

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 60 citations

    3

    h-index

  3. JL
    Juhyoung Lee

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 60 citations

    3

    h-index

  4. HY
    Hoi‐Jun Yoo

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 60 citations

    3

    h-index

  5. XL
    Xue Lin

    Northeastern University, United States

    3 publications · 96 citations

    3

    h-index

1–5 of 297

Institutions

101

  1. Tsinghua University

    Beijing, China

    5 h-index

    14 publications

    465 citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    5 publications

    286 citations

  3. University of Toronto

    Toronto, Canada

    3 h-index

    12 publications

    1K citations

  4. Xiamen University

    Xiamen, China

    3 h-index

    9 publications

    675 citations

  5. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    3 h-index

    17 publications

    331 citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    3 publications

    266 citations

  7. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    6 publications

    155 citations

  8. National Tsing Hua University

    Hsinchu, Taiwan

    2 h-index

    3 publications

    114 citations

1–8 of 101

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 590 citations

    13

    h-index

  2. 3

    h-index

  3. 3

    h-index

  4. 2

    h-index

  5. 2

    h-index

1–5