Concepedia

Activation-based Pruning

Activation-Based Pruning is a model compression technique that belongs to the class of structured pruning methods, distinguished by its reliance on the magnitude of neuron activations to identify and remove less informative components of a neural network.

6

Publications

280

Citations

15

Authors

8

Institutions

Publications per year

2017–2026

5

Parents

Publications

6

Extracting Rules from Neural Networks by Pruning and Hidden-Unit Splitting

Rudy Setiono · Neural Computation · 1997 · 155 citations

, , +13

Efficient DNN Neuron Pruning by Minimizing Layer-wise Nonlinear Reconstruction Error

Chunhui Jiang, Guiying Li, Chao Qian et al. · 2018 · 45 citations · Full text

, , +16

A unified pruning framework for vision transformers

Hao Yu, Jianxin Wu · Science China Information Sciences · 2023 · 41 citations

, , +6

Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge

Xuan Shen, Peiyan Dong, Lu Lei et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2024 · 26 citations · Full text

, , +17

Plug-and-Play: An Efficient Post-training Pruning Method for Large Language Models

Yingtao Zhang, Haoli Bai, Haokun Lin et al. · Preprints.org · 2024 · 17 citations · Full text

, , +14

1–5 of 6

Authors

15

  1. AA
    Arash Ardakani

    McGill University, Canada

    1 publications · 12 citations

    1

    h-index

  2. BK
    Bhavya Kailkhura

    Lawrence Livermore National Laboratory, United States

    1 publications · 12 citations

    1

    h-index

  3. HY
    Hao Yu

    Hangzhou Dianzi University, China

    1 publications · 41 citations

    1

    h-index

  4. CC
    Carlo Condo

    McGill University, Canada

    1 publications · 12 citations

    1

    h-index

  5. MW
    Marilyn Wolf

    Georgia Institute of Technology, United States

    1 publications · 15 citations

    1

    h-index

1–5 of 15

Institutions

8

  1. University of Science and Technology of China

    Hefei, China

    1 h-index

    3 publications

    135 citations

  2. McGill University

    Montreal, Canada

    1 h-index

    3 publications

    36 citations

  3. Southern University of Science and Technology

    Shenzhen, China

    1 h-index

    1 publications

    45 citations

  4. National University of Singapore

    Singapore, Singapore

    1 h-index

    1 publications

    155 citations

  5. Nanjing University

    Nanjing, China

    1 h-index

    2 publications

    82 citations

  6. Lawrence Livermore National Laboratory

    Livermore, United States

    1 h-index

    2 publications

    24 citations

  7. Georgia Institute of Technology

    Atlanta, United States

    1 h-index

    2 publications

    30 citations

  8. University of Nebraska–Lincoln

    Lincoln, United States

    1 h-index

    1 publications

    15 citations

1–8 of 8

Venues

  1. arXiv (Cornell University)

    Repository · 1 publications · 12 citations

    1

    h-index

  2. Neural Computation

    1 publications · 155 citations

    1

    h-index

  3. Science China Information Sciences

    1 publications · 41 citations

    1

    h-index

  4. 1

    h-index

  5. Preprints.org

    Repository · 1 publications · 17 citations

1–5