Concepedia

Pruning-stabilization Trade-off

Pruning-Stabilization Trade-Off is a theoretical framework in neural network optimization that characterizes the inherent conflict between the extent of parameter removal during model pruning and the consequent degradation in training dynamics or post-pruning model performance stability.

18

Publications

770

Citations

52

Authors

35

Institutions

Publications per year

2017–2026

12

Parents

Publications

18

An Empirical Study of the Impact of Hyperparameter Tuning and Model Optimization on the Performance Properties of Deep Neural Networks

Lizhi Liao, Heng Li, Weiyi Shang et al. · ACM Transactions on Software Engineering and Methodology · 2022 · 198 citations

, , +16

Stabilizing the Lottery Ticket Hypothesis

Jonathan Frankle, Gintare Karolina Dziugaite, Daniel M. Roy et al. · arXiv (Cornell University) · 2019 · 146 citations · Full text

, , +15

Linear Mode Connectivity and the Lottery Ticket Hypothesis

Jonathan Frankle, Gintare Karolina Dziugaite, Daniel M. Roy et al. · arXiv (Cornell University) · 2019 · 100 citations · Full text

, , +14

Pruning of generative adversarial neural networks for medical imaging diagnostics with evolution strategy

Francisco Erivaldo Fernandes, Gary G. Yen · Information Sciences · 2021 · 34 citations

, , +12

Interpretable Task-inspired Adaptive Filter Pruning for Neural Networks Under Multiple Constraints

Yang Guo, Wei Gao, Ge Li · International Journal of Computer Vision · 2024 · 33 citations

, , +15

1–5 of 18

Authors

52

  1. JF
    Jonathan Frankle

    Massachusetts Institute of Technology, United States

    2 publications · 246 citations

    2

    h-index

  2. MC
    Michael Carbin

    Massachusetts Institute of Technology, United States

    2 publications · 246 citations

    2

    h-index

  3. GK
    Gintare Karolina Dziugaite

    University of Toronto, Canada

    2 publications · 246 citations

    2

    h-index

  4. DM
    Daniel M. Roy

    University of Toronto, Canada

    2 publications · 246 citations

    2

    h-index

  5. AB
    Adrian Barbu

    Florida State University, United States

    1 publications · 31 citations

    1

    h-index

1–5 of 52

Institutions

35

  1. Beijing Academy of Artificial Intelligence

    Beijing, China

    1 h-index

    2 publications

    26 citations

  2. Universidade de Pernambuco

    Recife, Brazil

    1 h-index

    2 publications

    54 citations

  3. Peking University

    Beijing, China

    1 h-index

    3 publications

    99 citations

  4. University of Surrey

    Guildford, United Kingdom

    1 h-index

    1 publications

    13 citations

  5. Association of Electronic and Information Technologies

    Donostia / San Sebastian, Spain

    1 h-index

    2 publications

    32 citations

  6. Polytechnique Montréal

    Montreal, Canada

    1 h-index

    1 publications

    198 citations

  7. Moscow Institute of Thermal Technology

    Moscow, Russia

    1 h-index

    1 publications

    100 citations

  8. Universidade Estadual de Campinas (UNICAMP)

    Campinas, Brazil

    1 h-index

    1 publications

    32 citations

1–8 of 35

Venues

  1. Applied Soft Computing

    3 publications · 54 citations

    3

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 277 citations

    3

    h-index

  3. Neural Networks

    3 publications · 45 citations

    3

    h-index

  4. Neurocomputing

    2 publications · 50 citations

    2

    h-index

  5. ACM Transactions on Software Engineering and Methodology

    TOSEM · 1 publications · 198 citations

    1

    h-index

1–5