Concepedia

Prototypical Learning

Prototypical Learning is a metric learning approach that learns class-specific prototypes in an embedding space, where each prototype serves as a representative summary of feature vectors for a given class, enabling classification through nearest-prototype distance comparison.

202

Publications

16.4K

Citations

619

Authors

258

Institutions

Publications per year

2017–2026

151

Parents

Publications

202

Prototypical Networks for Few-shot Learning

Jake Snell, Kevin Swersky, Richard S. Zemel · arXiv (Cornell University) · 2017 · 5.2K citations · Full text

, , +13

Meta-Learning for Semi-Supervised Few-Shot Classification

Mengye Ren, Eleni Triantafillou, Sachin Ravi et al. · arXiv (Cornell University) · 2018 · 728 citations · Full text

, , +8

Prototypical Contrastive Learning of Unsupervised Representations

Junnan Li, Pan Zhou, Caiming Xiong et al. · arXiv (Cornell University) · 2020 · 484 citations · Full text

, , +16

Interactive Learning Online at Public Universities: Evidence from a Six‐Campus Randomized Trial

William G. Bowen, Matthew M. Chingos, Kelly A. Lack et al. · Journal of Policy Analysis and Management · 2013 · 409 citations

, , +11

Transferrable Prototypical Networks for Unsupervised Domain Adaptation

Yingwei Pan, Ting Yao, Yehao Li et al. · 2019 · 398 citations

, , +13

1–5 of 202

Authors

619

  1. RS
    Richard S. Zemel

    University of Toronto, Canada

    5 publications · 6.2K citations

    5

    h-index

  2. KS
    Kevin Swersky

    University of Toronto, Canada

    4 publications · 6.2K citations

    4

    h-index

  3. TP
    Tomas Pfister

    Google (United States), United States

    4 publications · 53 citations

    4

    h-index

  4. JS
    Jake Snell

    University of Toronto, Canada

    4 publications · 6.2K citations

    4

    h-index

  5. AM
    Ashutosh Modi

    Saarland University, Germany

    3 publications · 99 citations

    3

    h-index

1–5 of 619

Institutions

258

  1. Google (United States)

    Mountain View, United States

    7 h-index

    14 publications

    724 citations

  2. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    20 publications

    803 citations

  3. City University of Hong Kong

    Hong Kong, Hong Kong

    5 h-index

    8 publications

    776 citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    5 h-index

    11 publications

    531 citations

  5. University of Toronto

    Toronto, Canada

    5 h-index

    9 publications

    894 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    12 publications

    1.5K citations

  7. University of Southern California

    Los Angeles, United States

    4 h-index

    7 publications

    181 citations

  8. Northwestern Polytechnical University

    Xi'an, China

    4 h-index

    13 publications

    930 citations

1–8 of 258

Venues

  1. arXiv (Cornell University)

    Repository · 32 publications · 7.4K citations

    17

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 377 citations

    6

    h-index

  3. 5

    h-index

  4. 5

    h-index

  5. Neurocomputing

    4 publications · 93 citations

    4

    h-index

1–5