Concepedia

Multi-agent Policy Learning

Multi-Agent Policy Learning is a computational framework within reinforcement learning that models the simultaneous adaptation of decision-making strategies by multiple interacting agents in shared environments, distinguished by its focus on the emergence of joint policies through decentralized learning and strategic interdependence.

573

Publications

37.4K

Citations

1.9K

Authors

604

Institutions

Publications per year

2017–2026

440

Parents

Publications

573

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

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

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

, , +17

Reinforcement learning-based multi-agent system for network traffic signal control

Itamar Arel, Chuqiao Liu, Thomas Urbanik et al. · IET Intelligent Transport Systems · 2010 · 593 citations

, , +17

Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning

Tabish Rashid, Mikayel Samvelyan, Christian Schröder de Witt et al. · arXiv (Cornell University) · 2020 · 429 citations · Full text

, , +17

1–5 of 573

Authors

1.9K

  1. SW
    Shimon Whiteson

    University of Oxford, United Kingdom

    9 publications · 1.1K citations

    9

    h-index

  2. DQ
    Dawei Qiu

    Imperial College London, United Kingdom

    8 publications · 638 citations

    8

    h-index

  3. JH
    Jianye Hao

    Tianjin University, China

    8 publications · 544 citations

    8

    h-index

  4. YY
    Yaodong Yang

    Peking University, China

    7 publications · 200 citations

    7

    h-index

  5. JL
    Jiawen Li

    South China University of Technology, China

    6 publications · 354 citations

    6

    h-index

1–5 of 1.9K

Institutions

604

  1. Northwestern Polytechnical University

    Xi'an, China

    16 h-index

    50 publications

    3.4K citations

  2. Imperial College London

    London, United Kingdom

    13 h-index

    34 publications

    2.3K citations

  3. Peking University

    Beijing, China

    12 h-index

    35 publications

    1.4K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    25 publications

    3K citations

  5. Tsinghua University

    Beijing, China

    12 h-index

    27 publications

    1.5K citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    11 h-index

    29 publications

    1.1K citations

  7. Nanyang Technological University

    Singapore, Singapore

    10 h-index

    22 publications

    1.5K citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    10 h-index

    30 publications

    1.9K citations

1–8 of 604

Venues

  1. arXiv (Cornell University)

    Repository · 86 publications · 5.3K citations

    29

    h-index

  2. Applied Energy

    21 publications · 1.5K citations

    19

    h-index

  3. 13

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 13 publications · 708 citations

    12

    h-index

  5. IEEE Access

    11 publications · 722 citations

    10

    h-index

1–5