Concepedia

Backbone Freezing

Backbone Freezing is a continual learning strategy in which the parameters of the foundational layers of a neural network are immobilized during subsequent task learning to preserve previously acquired knowledge while enabling adaptation in shallower or task-specific layers.

4

Publications

109

Citations

18

Authors

9

Institutions

Publications per year

2017–2026

4

Variants

Parameter FreezingWeight Freezing

Parents

Publications

4

A novel molecular design employing a backbone freezing linker for improved efficiency, sharpened emission and long lifetime in thermally activated delayed fluorescence emitters

Ji Gwang Yu, Si Hyun Han, Ha Lim Lee et al. · Journal of Materials Chemistry C · 2019 · 36 citations

, , +8

StableMoE: Stable Routing Strategy for Mixture of Experts

Damai Dai, Li Dong, Shuming Ma et al. · Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · 2022 · 29 citations · Full text

, , +13

Proper Reuse of Image Classification Features Improves Object Detection

Cristina Nader Vasconcelos, Vighnesh Birodkar, Vincent Dumoulin · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 26 citations

, , +13

RepNet: Efficient On-Device Learning via Feature Reprogramming

Li Yang, Adnan Siraj Rakin, Deliang Fan · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 18 citations

, , +14

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Tianle Cai, Yuhong Li, Zhengyang Geng et al. · arXiv (Cornell University) · 2024 · 13 citations · Full text

, , +14

1–5 of 4

Authors

18

  1. SH
    Si Hyun Han

    Sungkyunkwan University, South Korea

    1 publications · 36 citations

    1

    h-index

  2. WP
    Wan Pyo Hong

    Sungkyunkwan University, South Korea

    1 publications · 36 citations

    1

    h-index

  3. JG
    Ji Gwang Yu

    Sungkyunkwan University, South Korea

    1 publications · 36 citations

    1

    h-index

  4. JY
    Jun Yeob Lee

    Sungkyunkwan University, South Korea

    1 publications · 36 citations

    1

    h-index

  5. HL
    Ha Lim Lee

    Sungkyunkwan University, South Korea

    1 publications · 36 citations

    1

    h-index

1–5 of 18

Institutions

9

  1. Sungkyunkwan University

    Seoul, South Korea

    1 h-index

    4 publications

    144 citations

  2. Microsoft Research (India)

    Bengaluru, India

    1 h-index

    7 publications

    203 citations

  3. Peking University

    Beijing, China

    1 h-index

    7 publications

    203 citations

  4. Brain (Germany)

    Zwingenberg, Germany

    1 h-index

    3 publications

    78 citations

  5. Google (United States)

    Mountain View, United States

    1 h-index

    3 publications

    78 citations

  6. Arizona State University

    Tempe, United States

    1 h-index

    3 publications

    54 citations

  7. LG Chem (South Korea)

    Seoul, South Korea

    1 h-index

    1 publications

    36 citations

  8. Vitenparken

    Ås, Norway

    1 h-index

    1 publications

    36 citations

1–8 of 9

Venues

  1. 2

    h-index

  2. Journal of Materials Chemistry C

    1 publications · 36 citations

    1

    h-index

  3. 1

    h-index

  4. arXiv (Cornell University)

    Repository · 1 publications · 13 citations

1–4