Concepedia

Adapter-based Continual Learning

Adapter-Based Continual Learning is a continual learning paradigm that employs lightweight, modular neural network adapters inserted into a pre-trained backbone model, where each adapter is selectively activated or updated to accommodate new tasks while preserving previously learned knowledge through parameter isolation and reuse.

4

Publications

190

Citations

19

Authors

6

Institutions

Publications per year

2017–2026

4

Parents

Publications

4

Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters

Jiazuo Yu, Yunzhi Zhuge, Lu Zhang et al. · 2024 · 87 citations

, , +14

A Unified Continual Learning Framework with General Parameter-Efficient Tuning

Qiankun Gao, Chen Zhao, Yifan Sun et al. · 2023 · 75 citations

, , +8

CBA: Improving Online Continual Learning via Continual Bias Adaptor

Quanziang Wang, Renzhen Wang, Yichen Wu et al. · 2023 · 18 citations

, , +13

Continual Learning with Transformers for Image Classification

Beyza Ermiş, Giovanni Zappella, Martin Wistuba et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2022 · 16 citations

, , +12

Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer

Yuwen Tan, Qinhao Zhou, Xiang Xiang et al. · 2024 · 15 citations

, , +13

1–5 of 4

Authors

19

  1. GZ
    Giovanni Zappella

    University of Milan, Italy

    2 publications · 28 citations

    2

    h-index

  2. BE
    Beyza Ermiş

    Boğaziçi University, Türkiye

    2 publications · 28 citations

    2

    h-index

  3. MW
    Martin Wistuba

    University of Hildesheim, Germany

    2 publications · 28 citations

    2

    h-index

  4. JZ
    Jian Zhang

    University of Technology Sydney, Australia

    1 publications · 75 citations

    1

    h-index

  5. CA
    Cédric Archambeau

    University College London, United Kingdom

    1 publications · 16 citations

    1

    h-index

1–5 of 19

Institutions

6

  1. Baidu (China)

    Beijing, China

    1 h-index

    3 publications

    225 citations

  2. Tsinghua University

    Beijing, China

    1 h-index

    1 publications

    87 citations

  3. Peking University Shenzhen Hospital

    Shenzhen, China

    1 h-index

    2 publications

    150 citations

  4. King Abdullah University of Science and Technology

    Jeddah, Saudi Arabia

    1 h-index

    2 publications

    150 citations

  5. Dalian University of Technology

    Dalian, China

    1 h-index

    5 publications

    435 citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    1 h-index

    1 publications

    87 citations

  7. Macau University of Science and Technology

    Macao, Macao

    1 publications

    18 citations

  8. Xi'an Jiaotong University

    Xi'an, China

    1 publications

    18 citations

1–8 of 6

Venues

  1. 1

    h-index

  2. arXiv (Cornell University)

    Repository · 1 publications · 12 citations

    1

    h-index

1–2