Concepedia

Optimization-based Meta-learning

Optimization-Based Meta-Learning is a meta-learning approach that employs optimization procedures as the primary mechanism to enable rapid adaptation to new tasks by learning an effective initialization or update rule through experience.

85

Publications

5.2K

Citations

328

Authors

146

Institutions

Publications per year

2017–2026

72

Parents

Publications

85

A Perspective View and Survey of Meta-Learning

Ricardo Vilalta, Youssef Drissi · Artificial Intelligence Review · 2002 · 1.1K citations

, , +11

A survey of deep meta-learning

Artificial Intelligence Review · 2021 · 358 citations · Full text

, , +14

A survey of deep meta-learning

Mike Huisman, Jan N. van Rijn, Aske Plaat · Data Archiving and Networked Services (DANS) · 2021 · 334 citations · Full text

, , +14

Diverse Few-Shot Text Classification with Multiple Metrics

Mo Yu, Xiaoxiao Guo, Jinfeng Yi et al. · 2018 · 233 citations · Full text

, , +15

Tuning hyperparameters of machine learning algorithms and deep neural networks using metaheuristics: A bioinformatics study on biomedical and biological cases

Sajjad Nematzadeh, Farzad Kiani, Mahsa Torkamanian-Afshar · Computational Biology and Chemistry · 2021 · 221 citations

, , +16

1–5 of 85

Authors

328

  1. XG
    Xiaoxiao Guo

    IBM (United States), United States

    3 publications · 323 citations

    3

    h-index

  2. MY
    Mo Yu

    IBM (United States), United States

    3 publications · 323 citations

    3

    h-index

  3. YC
    Yu Cheng

    Tsinghua University, China

    3 publications · 323 citations

    3

    h-index

  4. FM
    Fei Mi

    École Polytechnique Fédérale de Lausanne, Switzerland

    2 publications · 100 citations

    2

    h-index

  5. YY
    Yuxiang Yang

    Google (United States), United States

    2 publications · 90 citations

    2

    h-index

1–5 of 328

Institutions

146

  1. University of Electronic Science and Technology of China

    Chengdu, China

    4 h-index

    14 publications

    514 citations

  2. Tsinghua University

    Beijing, China

    4 h-index

    10 publications

    332 citations

  3. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    3 h-index

    5 publications

    213 citations

  4. Institute for Infocomm Research

    Singapore, Singapore

    2 h-index

    2 publications

    70 citations

  5. Nanjing University

    Nanjing, China

    2 h-index

    4 publications

    176 citations

  6. University of Science and Technology of China

    Hefei, China

    2 h-index

    5 publications

    327 citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    2 h-index

    2 publications

    48 citations

  8. University of California, Berkeley

    Berkeley, United States

    2 h-index

    2 publications

    256 citations

1–8 of 146

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 346 citations

    6

    h-index

  2. Neurocomputing

    5 publications · 295 citations

    5

    h-index

  3. IEEE Access

    4 publications · 123 citations

    4

    h-index

  4. Pattern Recognition

    3 publications · 227 citations

    3

    h-index

  5. Lecture notes in computer science

    LNCS · Book series · 2 publications · 28 citations

    2

    h-index

1–5