Concepedia

Meta-learning Optimization

Meta-Learning Optimization is a computational framework within machine learning that enables the automatic adaptation of optimization algorithms by leveraging knowledge acquired across multiple learning tasks to improve learning efficiency and generalization in novel tasks.

207

Publications

14.6K

Citations

774

Authors

294

Institutions

Publications per year

2017–2026

172

Parents

Publications

207

Optimization as a Model for Few-Shot Learning

Sachin Ravi, Hugo Larochelle · International Conference on Learning Representations · 2017 · 2.4K citations

, , +12

Learning to Generalize: Meta-Learning for Domain Generalization

Da Li, Yongxin Yang, Yi-Zhe Song et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 1.2K citations · Full text

, , +13

Low-Shot Learning from Imaginary Data

Yu-Xiong Wang, Ross Girshick, Martial Hebert et al. · 2018 · 763 citations

, , +16

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

1–5 of 207

Authors

774

  1. AC
    André C. P. L. F. de Carvalho

    Universidade de São Paulo, Brazil

    9 publications · 550 citations

    9

    h-index

  2. CS
    Carlos Soares

    Universidade do Porto, Portugal

    7 publications · 531 citations

    7

    h-index

  3. RB
    Ricardo B. C. Prudêncio

    Universidade Federal de Pernambuco, Brazil

    4 publications · 340 citations

    4

    h-index

  4. JS
    Jascha Sohl‐Dickstein

    Google (United States), United States

    4 publications · 157 citations

    4

    h-index

  5. XS
    Xingyou Song

    Google (United States), United States

    3 publications · 109 citations

    3

    h-index

1–5 of 774

Institutions

294

  1. Universidade de São Paulo

    São Paulo, Brazil

    9 h-index

    21 publications

    1.3K citations

  2. Tsinghua University

    Beijing, China

    8 h-index

    10 publications

    595 citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    8 h-index

    24 publications

    1.4K citations

  4. Universidade do Porto

    Porto, Portugal

    7 h-index

    8 publications

    714 citations

  5. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    27 publications

    1.2K citations

  6. Google (United States)

    Mountain View, United States

    6 h-index

    10 publications

    913 citations

  7. Universidade Federal de Pernambuco

    Recife, Brazil

    5 h-index

    9 publications

    693 citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    19 publications

    392 citations

1–8 of 294

Venues

  1. arXiv (Cornell University)

    Repository · 28 publications · 827 citations

    17

    h-index

  2. Neurocomputing

    11 publications · 1.1K citations

    11

    h-index

  3. IEEE Access

    8 publications · 177 citations

    7

    h-index

  4. Information Sciences

    4 publications · 200 citations

    4

    h-index

  5. Neural Networks

    4 publications · 142 citations

    4

    h-index

1–5