Concepedia

Meta-learning Theory

Meta-Learning Theory is a formal academic construct that belongs to the category of theoretical frameworks in machine learning, specifically distinguished by its focus on principles and mechanisms that enable learning algorithms to acquire or improve their own learning processes across tasks through prior experience.

364

Publications

19.3K

Citations

1.2K

Authors

418

Institutions

Publications per year

2017–2026

247

Parents

Publications

364

A Perspective View and Survey of Meta-Learning

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

, , +11

Dynamic Core Competences through Meta-Learning and Strategic Context

David Lei, Michael A. Hitt, Richard A. Bettis · Journal of Management · 1996 · 643 citations

, , +17

Solving Rubik's Cube with a Robot Hand

Ilge Akkaya, Marcin Andrychowicz, Maciek Chociej et al. · arXiv (Cornell University) · 2019 · 633 citations · Full text

, , +17

On First-Order Meta-Learning Algorithms

Alex Nichol, Joshua Achiam, John Schulman · arXiv (Cornell University) · 2018 · 544 citations · Full text

, , +11

Learning to Learn Single Domain Generalization

Fengchun Qiao, L. Zhao, Xi Peng · 2020 · 449 citations

, , +12

1–5 of 364

Authors

1.2K

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

    Universidade de São Paulo, Brazil

    10 publications · 557 citations

    10

    h-index

  2. CS
    Carlos Soares

    Universidade do Porto, Portugal

    9 publications · 543 citations

    9

    h-index

  3. CF
    Chelsea Finn

    University of California, Berkeley, United States

    7 publications · 451 citations

    7

    h-index

  4. CG
    Christophe Giraud-Carrier

    Brigham Young University, United States

    6 publications · 618 citations

    6

    h-index

  5. PB
    Pavel Brazdil

    Universidade do Porto, Portugal

    6 publications · 479 citations

    6

    h-index

1–5 of 1.2K

Institutions

418

  1. Google (United States)

    Mountain View, United States

    12 h-index

    45 publications

    1.5K citations

  2. University of California, Berkeley

    Berkeley, United States

    11 h-index

    22 publications

    1.4K citations

  3. Universidade do Porto

    Porto, Portugal

    11 h-index

    17 publications

    1.1K citations

  4. Universidade de São Paulo

    São Paulo, Brazil

    10 h-index

    20 publications

    1.2K citations

  5. Stanford University

    Stanford, United States

    9 h-index

    19 publications

    690 citations

  6. Princeton University

    Princeton, United States

    7 h-index

    9 publications

    570 citations

  7. Tsinghua University

    Beijing, China

    7 h-index

    22 publications

    2.1K citations

  8. Nanyang Technological University

    Singapore, Singapore

    7 h-index

    12 publications

    868 citations

1–8 of 418

Venues

  1. arXiv (Cornell University)

    Repository · 65 publications · 3.5K citations

    29

    h-index

  2. Neurocomputing

    15 publications · 1.3K citations

    13

    h-index

  3. Information Sciences

    9 publications · 417 citations

    9

    h-index

  4. Neural Networks

    6 publications · 447 citations

    6

    h-index

  5. IEEE Access

    6 publications · 211 citations

    6

    h-index

1–5