Concepedia

Pruning Thresholds

Pruning Thresholds is a criterion—a quantifiable value or condition that determines the extent or selectivity of parameter removal in model compression—distinguishing it from other pruning mechanisms by specifying the precise point at which weights, neurons, or connections are eliminated based on magnitude, sensitivity, or saliency metrics.

13

Publications

732

Citations

39

Authors

27

Institutions

Publications per year

2017–2026

9

Parents

Publications

13

Entropy-based Pruning of Backoff Language Models

Andreas Stolcke · ArXiv.org · 2000 · 267 citations · Full text

, , +11

Hidden neuron pruning of multilayer perceptrons using a quantified sensitivity measure

Xiaoqin Zeng, Daniel Yeung · Neurocomputing · 2005 · 92 citations

, , +9

X-Pruner: eXplainable Pruning for Vision Transformers

Yu Lu, Wei Xiang · 2023 · 62 citations

, , +13

Optimization based Layer-wise Magnitude-based Pruning for DNN Compression

Guiying Li, Chao Qian, Chunhui Jiang et al. · 2018 · 55 citations · Full text

, , +16

Compression of Neural Machine Translation Models via Pruning

Abigail See, Minh-Thang Luong, Christopher D. Manning · 2016 · 50 citations · Full text

, , +16

1–5 of 13

Authors

39

  1. SP
    Sidak Pal Singh

    ETH Zurich, Switzerland

    2 publications · 51 citations

    2

    h-index

  2. DA
    Dan Alistarh

    Institute of Science and Technology Austria, Austria

    2 publications · 51 citations

    2

    h-index

  3. DY
    Daniel Yeung

    Hong Kong Polytechnic University, Hong Kong SAR China

    1 publications · 92 citations

    1

    h-index

  4. FL
    Fuyuan Lyu

    McGill University, Canada

    1 publications · 30 citations

    1

    h-index

  5. LS
    L. Sunil Chandran

    Indian Institute of Science Bangalore, India

    1 publications · 18 citations

    1

    h-index

1–5 of 39

Institutions

27

  1. Huawei Technologies (Canada)

    Markham, Canada

    1 h-index

    1 publications

    30 citations

  2. Jiangsu University of Science and Technology

    Zhenjiang, China

    1 h-index

    3 publications

    72 citations

  3. Indian Institute of Technology Indore

    Indore, India

    1 h-index

    1 publications

    48 citations

  4. James Cook University

    Townsville, Australia

    1 h-index

    1 publications

    62 citations

  5. Hohai University

    Nanjing, China

    1 h-index

    1 publications

    92 citations

  6. University of Science and Technology of China

    Hefei, China

    1 h-index

    3 publications

    165 citations

  7. Civil Aviation Administration of China

    Beijing, China

    1 h-index

    1 publications

    10 citations

  8. Max Planck Institute for Informatics

    Saarbrücken, Germany

    1 h-index

    1 publications

    18 citations

1–8 of 27

Venues

  1. Neurocomputing

    2 publications · 117 citations

    2

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 51 citations

    2

    h-index

  3. Machine Vision and Applications

    1 publications · 10 citations

    1

    h-index

  4. Pattern Recognition Letters

    1 publications · 24 citations

    1

    h-index

  5. ArXiv.org

    Repository · 1 publications · 267 citations

    1

    h-index

1–5