Concepedia

Meta-regularization

Meta-Regularization is a meta-learning framework that imposes structural constraints on the learning algorithm’s inductive bias by regularizing the meta-learned prior knowledge transfer across tasks to enhance generalization.

25

Publications

2.3K

Citations

71

Authors

32

Institutions

Publications per year

2017–2026

23

Parents

Publications

25

Regularized gene selection in cancer microarray meta-analysis

Shuangge Ma, Jian Huang · BMC Bioinformatics · 2009 · 840 citations · Full text

, , +15

MetaReg: towards domain generalization using meta-regularization

Yogesh Balaji, Swami Sankaranarayanan, Rama Chellappa · Neural Information Processing Systems · 2018 · 404 citations

, , +13

Regularized Fine-Grained Meta Face Anti-Spoofing

Rui Shao, Xiangyuan Lan, Pong C. Yuen · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 195 citations · Full text

, , +13

Machine learning–assisted global optimization of photonic devices

Zhaxylyk A. Kudyshev, Alexander V. Kildishev, Vladimir M. Shalaev et al. · Nanophotonics · 2020 · 146 citations · Full text

, , +17

BlockMix: Meta Regularization and Self-Calibrated Inference for Metric-Based Meta-Learning

Hao Tang, Zechao Li, Zhimao Peng et al. · 2020 · 108 citations

, , +14

1–5 of 25

Authors

71

  1. CF
    Chelsea Finn

    University of California, Berkeley, United States

    2 publications · 115 citations

    3

    h-index

  2. JR
    Janarthanan Rajendran

    University of Michigan, United States

    2 publications · 50 citations

    2

    h-index

  3. MZ
    Mingyuan Zhou

    The University of Texas at Austin, United States

    2 publications · 115 citations

    2

    h-index

  4. SL
    Sergey Levine

    University of California, Berkeley, United States

    2 publications · 115 citations

    2

    h-index

  5. MY
    Mingzhang Yin

    The University of Texas at Austin, United States

    2 publications · 115 citations

    2

    h-index

1–5 of 71

Institutions

32

  1. Google (United States)

    Mountain View, United States

    4 h-index

    8 publications

    301 citations

  2. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    2 h-index

    6 publications

    184 citations

  3. University of Michigan

    Ann Arbor, United States

    2 h-index

    2 publications

    50 citations

  4. The University of Texas at Austin

    Austin, United States

    2 h-index

    4 publications

    230 citations

  5. Southern University of Science and Technology

    Shenzhen, China

    1 h-index

    1 publications

    20 citations

  6. Kootenay Association for Science & Technology

    Rossland, Canada

    1 h-index

    2 publications

    100 citations

  7. Beijing Research Institute of Mechanical and Electrical Technology

    Beijing, China

    1 h-index

    1 publications

    17 citations

  8. Robert Bosch (India)

    Bengaluru, India

    1 h-index

    3 publications

    42 citations

1–8 of 32

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 122 citations

    4

    h-index

  2. International Conference on Learning Representations

    Conference · 2 publications · 64 citations

    2

    h-index

  3. 1

    h-index

  4. Neural Information Processing Systems

    Conference · 1 publications · 404 citations

    1

    h-index

  5. Journal of Biomolecular NMR

    1 publications · 74 citations

    1

    h-index

1–5