Concepedia

Mean Field Learning

Mean Field Learning is a computational framework within Multi-Agent Robot Learning that approximates each agent's interaction with a large population by modeling the collective behavior of all agents as a continuous mean field, thereby simplifying decentralized decision-making in high-dimensional multi-agent systems.

139

Publications

7.7K

Citations

309

Authors

170

Institutions

Publications per year

2017–2026

86

Parents

Publications

139

Semantic Image Segmentation via Deep Parsing Network

Ziwei Liu, Xiaoxiao Li, Ping Luo et al. · 2015 · 606 citations

, , +16

A mean field view of the landscape of two-layer neural networks

Andrea Montanari, Phan-Minh Nguyen · Proceedings of the National Academy of Sciences · 2018 · 519 citations · Full text

, , +16

Biologically Plausible Error-Driven Learning Using Local Activation Differences: The Generalized Recirculation Algorithm

Randall C. O’Reilly · Neural Computation · 1996 · 373 citations

, , +15

Mean Field Games Models—A Brief Survey

Diogo A. Gomes, João Saúde · Dynamic Games and Applications · 2013 · 363 citations

, , +13

Mean Field Theory for Sigmoid Belief Networks

L.K. Saul, Tommi Jaakkola, Michael I. Jordan · Journal of Artificial Intelligence Research · 1996 · 339 citations · Full text

, , +15

1–5 of 139

Authors

309

  1. ML
    Mathieu Laurière

    Princeton University, United States

    12 publications · 340 citations

    11

    h-index

  2. ZH
    Zhu Han

    University of Houston, United States

    6 publications · 215 citations

    6

    h-index

  3. OP
    Olivier Pietquin

    Supélec, France

    6 publications · 132 citations

    6

    h-index

  4. RÉ
    Romuald Élie

    Centre de Recherche en Mathématiques de la Décision, France

    6 publications · 132 citations

    6

    h-index

  5. MG
    Matthieu Geist

    Google (United States), United States

    6 publications · 132 citations

    6

    h-index

1–5 of 309

Institutions

170

  1. Princeton University

    Princeton, United States

    12 h-index

    15 publications

    539 citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    6 h-index

    11 publications

    216 citations

  3. University of Houston

    Houston, United States

    6 h-index

    10 publications

    410 citations

  4. University of California, Berkeley

    Berkeley, United States

    5 h-index

    7 publications

    177 citations

  5. Stanford University

    Stanford, United States

    5 h-index

    9 publications

    2K citations

  6. Lund University

    Lund, Sweden

    4 h-index

    8 publications

    632 citations

  7. University of Oxford

    Oxford, United Kingdom

    4 h-index

    5 publications

    134 citations

  8. Google (United States)

    Mountain View, United States

    4 h-index

    8 publications

    238 citations

1–8 of 170

Venues

  1. arXiv (Cornell University)

    Repository · 24 publications · 1K citations

    16

    h-index

  2. Neural Information Processing Systems

    Conference · 6 publications · 274 citations

    6

    h-index

  3. Neural Computation

    4 publications · 703 citations

    4

    h-index

  4. International Conference on Machine Learning

    Conference · 3 publications · 200 citations

    3

    h-index

  5. IEEE Transactions on Cybernetics

    3 publications · 92 citations

    3

    h-index

1–5