Concepedia

Multi-agent Reinforcement Learning

Multi-Agent Reinforcement Learning is a subfield of reinforcement learning in which multiple autonomous agents learn optimal decision-making policies through interaction with a shared environment and with one another, distinguished from single-agent reinforcement learning by the inclusion of inter-agent dynamics such as cooperation, competition, or negotiation.

2K

Publications

127.1K

Citations

5.9K

Authors

1.3K

Institutions

Publications per year

2017–2026

1.6K

Parents

Publications

2K

Grandmaster level in StarCraft II using multi-agent reinforcement learning

Oriol Vinyals, I. Babuschkin, Wojciech Marian Czarnecki et al. · Nature · 2019 · 3.4K citations

, , +16

A Comprehensive Survey of Multiagent Reinforcement Learning

Lucian Buşoniu, Robert Babuška, Bart De Schutter · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2008 · 2.2K citations · Full text

, , +14

Counterfactual Multi-Agent Policy Gradients

Jakob Foerster, Gregory Farquhar, Triantafyllos Afouras et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 1.6K citations · Full text

, , +17

The dynamics of reinforcement learning in cooperative multiagent systems

Caroline Claus, Craig Boutilier · 1998 · 1.1K citations

, , +16

Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments

Ryan Lowe · arXiv (Cornell University) · 2017 · 1K citations · Full text

, , +17

1–5 of 2K

Authors

5.9K

  1. YY
    Yaodong Yang

    Peking University, China

    24 publications · 1.7K citations

    21

    h-index

  2. SW
    Shimon Whiteson

    University of Oxford, United Kingdom

    25 publications · 5.9K citations

    21

    h-index

  3. JF
    Jakob Foerster

    University of Oxford, United Kingdom

    20 publications · 5.4K citations

    19

    h-index

  4. KT
    Karl Tuyls

    Maastricht University, Netherlands

    22 publications · 1.9K citations

    18

    h-index

  5. JH
    Jianye Hao

    Tianjin University, China

    22 publications · 1.2K citations

    17

    h-index

1–5 of 5.9K

Institutions

1.3K

  1. Nanyang Technological University

    Singapore, Singapore

    36 h-index

    108 publications

    7.4K citations

  2. Tsinghua University

    Beijing, China

    36 h-index

    175 publications

    12.2K citations

  3. University of Electronic Science and Technology of China

    Chengdu, China

    33 h-index

    131 publications

    10.9K citations

  4. Beijing University of Posts and Telecommunications

    Beijing, China

    29 h-index

    138 publications

    6.6K citations

  5. Imperial College London

    London, United Kingdom

    28 h-index

    78 publications

    5.3K citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    26 h-index

    108 publications

    7.5K citations

  7. Southeast University

    Nanjing, China

    24 h-index

    95 publications

    4.7K citations

  8. National University of Defense Technology

    Changsha, China

    23 h-index

    99 publications

    6.6K citations

1–8 of 1.3K

Venues

  1. arXiv (Cornell University)

    Repository · 243 publications · 15.4K citations

    54

    h-index

  2. IEEE Transactions on Vehicular Technology

    64 publications · 5.3K citations

    41

    h-index

  3. 34

    h-index

  4. Applied Energy

    38 publications · 2.8K citations

    31

    h-index

  5. IEEE Access

    52 publications · 3.1K citations

    28

    h-index

1–5