Concepedia

Federated Reinforcement Learning

Federated Reinforcement Learning is a machine learning framework that integrates reinforcement learning with federated learning principles to enable decentralized agents to collaboratively learn shared control policies while preserving data locality and privacy.

162

Publications

10.3K

Citations

620

Authors

276

Institutions

Publications per year

2017–2026

162

Parents

Publications

162

Optimizing Federated Learning on Non-IID Data with Reinforcement Learning

Hao Wang, Zakhary Kaplan, Di Niu et al. · 2020 · 958 citations

, , +9

Federated Deep Reinforcement Learning for Internet of Things With Decentralized Cooperative Edge Caching

Xiaofei Wang, Chenyang Wang, Xiuhua Li et al. · IEEE Internet of Things Journal · 2020 · 410 citations · Full text

, , +17

A state-of-the-art survey on solving non-IID data in Federated Learning

Xiaodong Ma, Jia Zhu, Zhihao Lin et al. · Future Generation Computer Systems · 2022 · 362 citations

, , +14

Lifelong Federated Reinforcement Learning: A Learning Architecture for Navigation in Cloud Robotic Systems

Boyi Liu, Lujia Wang, Ming Liu · IEEE Robotics and Automation Letters · 2019 · 266 citations · Full text

, , +17

Deep Reinforcement Learning Assisted Federated Learning Algorithm for Data Management of IIoT

Peiying Zhang, Chao Wang, Chunxiao Jiang et al. · IEEE Transactions on Industrial Informatics · 2021 · 225 citations

, , +17

1–5 of 162

Authors

620

  1. MB
    Mehdi Bennis

    University of Oulu, Finland

    9 publications · 352 citations

    9

    h-index

  2. MG
    Mohsen Guizani

    Qatar University, Qatar

    6 publications · 285 citations

    6

    h-index

  3. AL
    Abdullah Lakhan

    University of Anbar, Iraq

    5 publications · 235 citations

    5

    h-index

  4. NK
    Neeraj Kumar

    Thapar Institute of Engineering & Technology, India

    4 publications · 199 citations

    4

    h-index

  5. FT
    Fengxiao Tang

    Tohoku University, Japan

    4 publications · 217 citations

    4

    h-index

1–5 of 620

Institutions

276

  1. University of Oulu

    Oulu, Finland

    11 h-index

    20 publications

    1.3K citations

  2. King Saud University

    Riyadh, Saudi Arabia

    7 h-index

    9 publications

    712 citations

  3. Beijing University of Posts and Telecommunications

    Beijing, China

    6 h-index

    21 publications

    864 citations

  4. University of Electronic Science and Technology of China

    Chengdu, China

    6 h-index

    15 publications

    1.1K citations

  5. Tsinghua University

    Beijing, China

    6 h-index

    8 publications

    700 citations

  6. Tianjin University

    Tianjin, China

    5 h-index

    15 publications

    1.7K citations

  7. Chongqing University

    Chongqing, China

    5 h-index

    13 publications

    1.1K citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    5 h-index

    14 publications

    914 citations

1–8 of 276

Venues

  1. IEEE Internet of Things Journal

    18 publications · 1.1K citations

    16

    h-index

  2. IEEE Transactions on Vehicular Technology

    10 publications · 753 citations

    10

    h-index

  3. 8

    h-index

  4. arXiv (Cornell University)

    Repository · 9 publications · 276 citations

    8

    h-index

  5. IEEE Transactions on Industrial Informatics

    8 publications · 830 citations

    8

    h-index

1–5