Concepedia

Scalable Multi-agent Learning

Scalable Multi-Agent Learning is a formal framework in multi-agent robot learning that enables the coordination and learning of a large number of agents by maintaining computational efficiency and performance consistency as the system size increases.

105

Publications

6.6K

Citations

405

Authors

117

Institutions

Publications per year

2017–2026

89

Parents

Publications

105

Multi-Agent Deep Reinforcement Learning for Large-Scale Traffic Signal Control

Tianshu Chu, Jie Wang, Lara Codecà et al. · IEEE Transactions on Intelligent Transportation Systems · 2019 · 979 citations

, , +14

IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures

Lasse Espeholt, Hubert Soyer, Rémi Munos et al. · arXiv (Cornell University) · 2018 · 612 citations · Full text

, , +17

Actor-Attention-Critic for Multi-Agent Reinforcement Learning

Shariq Iqbal, Fei Sha · arXiv (Cornell University) · 2018 · 290 citations · Full text

, , +17

Multiagent Bidirectionally-Coordinated Nets: Emergence of Human-level Coordination in Learning to Play StarCraft Combat Games

Peng Peng, Ying Wen, Yaodong Yang et al. · arXiv (Cornell University) · 2017 · 273 citations · Full text

, , +17

Learning Attentional Communication for Multi-Agent Cooperation

Jiechuan Jiang, Zongqing Lu · arXiv (Cornell University) · 2018 · 241 citations · Full text

, , +14

1–5 of 105

Authors

405

  1. CA
    Christopher Amato

    Massachusetts Institute of Technology, United States

    5 publications · 204 citations

    5

    h-index

  2. JW
    Jun Wang

    University College London, United Kingdom

    5 publications · 472 citations

    5

    h-index

  3. MB
    Michael Bowling

    University of Alberta, Canada

    4 publications · 172 citations

    4

    h-index

  4. YY
    Yaodong Yang

    Peking University, China

    4 publications · 573 citations

    4

    h-index

  5. GQ
    Guannan Qu

    Harvard University, United States

    4 publications · 87 citations

    4

    h-index

1–5 of 405

Institutions

117

  1. Tsinghua University

    Beijing, China

    4 h-index

    9 publications

    227 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    7 publications

    246 citations

  3. University College London

    London, United Kingdom

    4 h-index

    4 publications

    852 citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    10 publications

    844 citations

  5. Nanjing University

    Nanjing, China

    3 h-index

    5 publications

    283 citations

  6. Peking University

    Beijing, China

    3 h-index

    6 publications

    472 citations

  7. University of Central Florida

    Orlando, United States

    3 h-index

    9 publications

    301 citations

  8. University of Edinburgh

    Edinburgh, United Kingdom

    3 h-index

    19 publications

    378 citations

1–8 of 117

Venues

  1. arXiv (Cornell University)

    Repository · 34 publications · 2.9K citations

    23

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 10 publications · 509 citations

    9

    h-index

  3. IEEE Robotics and Automation Letters

    3 publications · 104 citations

    3

    h-index

  4. IEEE Access

    2 publications · 58 citations

    2

    h-index

  5. Adaptive Agents and Multi-Agents Systems

    Conference · 2 publications · 76 citations

    2

    h-index

1–5