Concepedia

Memory-augmented Meta-learning

Memory-Augmented Meta-Learning is a meta-learning framework that incorporates an explicit, external memory component to store and retrieve task-specific knowledge, thereby enhancing rapid adaptation to new tasks through improved information retention and generalization across episodes.

10

Publications

1.2K

Citations

53

Authors

23

Institutions

Publications per year

2017–2026

9

Parents

Publications

10

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

Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification

Yuyang Zhao, Zhun Zhong, Fengxiang Yang et al. · 2021 · 234 citations · Full text

, , +11

Rapid Adaptation with Conditionally Shifted Neurons.

Tsendsuren Munkhdalai, Xingdi Yuan, Soroush Mehri et al. · International Conference on Machine Learning · 2018 · 125 citations

, , +14

Meta-learning synaptic plasticity and memory addressing for continual familiarity detection

Danil Tyulmankov, Guangyu Robert Yang, L. F. Abbott · Neuron · 2021 · 55 citations · Full text

, , +14

Compositional generalization through meta sequence-to-sequence learning

Brenden M. Lake · arXiv (Cornell University) · 2019 · 44 citations · Full text

, , +12

1–5 of 10

Authors

53

  1. YL
    Yaojin Lin

    Minnan Normal University, China

    2 publications · 248 citations

    2

    h-index

  2. SL
    Shaozi Li

    Xiamen University, China

    2 publications · 248 citations

    2

    h-index

  3. FY
    Fengxiang Yang

    Xiamen University, China

    2 publications · 248 citations

    2

    h-index

  4. ZL
    Zhiming Luo

    Xiamen University, China

    2 publications · 248 citations

    2

    h-index

  5. ZZ
    Zhun Zhong

    University of Trento, Italy

    2 publications · 248 citations

    2

    h-index

1–5 of 53

Institutions

23

  1. Columbia University

    New York, United States

    1 h-index

    2 publications

    110 citations

  2. Shandong University of Political Science and Law

    Jinan, China

    1 h-index

    1 publications

    44 citations

  3. McGovern Institute for Brain Research

    Cambridge, United States

    1 h-index

    1 publications

    55 citations

  4. Soochow University

    Suzhou, China

    1 h-index

    4 publications

    72 citations

  5. Data61

    Sydney, Australia

    1 h-index

    2 publications

    28 citations

  6. Hunan Police Academy

    Changsha, China

    1 h-index

    2 publications

    38 citations

  7. Neusoft (China)

    Shenyang, China

    1 h-index

    2 publications

    36 citations

  8. Hunan University

    Changsha, China

    1 h-index

    1 publications

    19 citations

1–8 of 23

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 705 citations

    4

    h-index

  2. World Wide Web

    1 publications · 18 citations

    1

    h-index

  3. Connection Science

    1 publications · 19 citations

    1

    h-index

  4. Neuron

    1 publications · 55 citations

    1

    h-index

  5. International Conference on Machine Learning

    Conference · 1 publications · 125 citations

    1

    h-index

1–5