Concepedia

Constrained Multi-agent Reinforcement Learning

Constrained Multi-Agent Reinforcement Learning is a formal framework within multi-agent reinforcement learning that extends the standard Markov decision process to concurrent, interacting agents subject to shared constraints on cumulative costs, thereby distinguishing itself by enforcing joint policy optimization under both performance objectives and resource or safety limitations.

16

Publications

658

Citations

40

Authors

18

Institutions

Publications per year

2017–2026

15

Variants

Cmarl

Parents

Publications

16

Autonomous Tracking Using a Swarm of UAVs: A Constrained Multi-Agent Reinforcement Learning Approach

Yu‐Jia Chen, Deng-Kai Chang, Cheng Zhang · IEEE Transactions on Vehicular Technology · 2020 · 153 citations

, , +16

Online Multi-Agent Reinforcement Learning for Decentralized Inverter-Based Volt-VAR Control

Haotian Liu, Wenchuan Wu · IEEE Transactions on Smart Grid · 2021 · 149 citations

, , +16

Dynamic Routing for Integrated Satellite-Terrestrial Networks: A Constrained Multi-Agent Reinforcement Learning Approach

Yifeng Lyu, Han Hu, Rongfei Fan et al. · IEEE Journal on Selected Areas in Communications · 2024 · 63 citations

, , +16

Decentralized Policy Gradient Descent Ascent for Safe Multi-Agent Reinforcement Learning

Songtao Lu, Kaiqing Zhang, Tianyi Chen et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 54 citations · Full text

, , +16

Multi-Agent Constrained Policy Optimization for Conflict-Free Management of Connected Autonomous Vehicles at Unsignalized Intersections

Rui Zhao, Yun Li, Fei Gao et al. · IEEE Transactions on Intelligent Transportation Systems · 2023 · 30 citations

, , +17

1–5 of 16

Authors

40

  1. HZ
    Haifeng Zhou

    Pusan National University, South Korea

    1 publications · 19 citations

    1

    h-index

  2. AU
    Aditya Undurti

    American Institute of Aeronautics and Astronautics, United States

    1 publications · 14 citations

    1

    h-index

  3. MZ
    Meng Zhang

    Jiangsu University, China

    1 publications · 19 citations

    1

    h-index

  4. JA
    Jianping An

    Beijing Institute of Technology, China

    1 publications · 63 citations

    1

    h-index

  5. MZ
    Mustafa Z. Yousif

    Pusan National University, South Korea

    1 publications · 19 citations

    1

    h-index

1–5 of 40

Institutions

18

  1. University of Pennsylvania Health System

    Philadelphia, United States

    1 h-index

    2 publications

    46 citations

  2. Auburn University

    Auburn, United States

    1 h-index

    1 publications

    63 citations

  3. Pusan National University

    Busan, South Korea

    1 h-index

    6 publications

    114 citations

  4. Tsinghua University

    Beijing, China

    1 h-index

    2 publications

    298 citations

  5. American Institute of Aeronautics and Astronautics

    Reston, United States

    1 h-index

    2 publications

    28 citations

  6. Yahoo (United States)

    Sunnyvale, United States

    1 h-index

    1 publications

    23 citations

  7. Waseda University

    Tokyo, Japan

    1 h-index

    1 publications

    153 citations

  8. University of Waterloo

    Waterloo, Canada

    1 h-index

    5 publications

    135 citations

1–8 of 18

Venues

  1. 2

    h-index

  2. IEEE Transactions on Vehicular Technology

    1 publications · 153 citations

    1

    h-index

  3. arXiv (Cornell University)

    Repository · 1 publications · 16 citations

    1

    h-index

  4. Journal of Fluid Mechanics

    1 publications · 19 citations

    1

    h-index

  5. 1

    h-index

1–5