Concepedia

Reinforcement Learning For Offloading

Reinforcement Learning for Offloading is a computational framework within task offloading that employs reinforcement learning methods to dynamically optimize offloading decisions by learning optimal policies through agent-environment interactions.

377

Publications

29.6K

Citations

1.3K

Authors

459

Institutions

Publications per year

2017–2026

368

Parents

Publications

377

Applications of Deep Reinforcement Learning in Communications and Networking: A Survey

Nguyen Cong Luong, Dinh Thai Hoang, Shimin Gong et al. · IEEE Communications Surveys & Tutorials · 2019 · 2K citations

, , +15

Deep Reinforcement Learning for Online Computation Offloading in Wireless Powered Mobile-Edge Computing Networks

IEEE Transactions on Mobile Computing · 2019 · 991 citations · Full text

, , +14

Space/Aerial-Assisted Computing Offloading for IoT Applications: A Learning-Based Approach

Xiongwen Cheng, Feng Lyu, Wei Quan et al. · IEEE Journal on Selected Areas in Communications · 2019 · 862 citations

, , +17

Optimized Computation Offloading Performance in Virtual Edge Computing Systems Via Deep Reinforcement Learning

Xianfu Chen, Honggang Zhang, Celimuge Wu et al. · IEEE Internet of Things Journal · 2018 · 688 citations

, , +16

Learning-Based Computation Offloading for IoT Devices With Energy Harvesting

Minghui Min, Liang Xiao, Ye Chen et al. · IEEE Transactions on Vehicular Technology · 2019 · 545 citations

, , +17

1–5 of 377

Authors

1.3K

  1. DN
    Dusit Niyato

    Nanyang Technological University, Singapore

    9 publications · 2.9K citations

    9

    h-index

  2. GM
    Geyong Min

    University of Exeter, United Kingdom

    7 publications · 926 citations

    7

    h-index

  3. YJ
    Yusheng Ji

    National Institute of Informatics, Japan

    7 publications · 1.1K citations

    7

    h-index

  4. SG
    Shimin Gong

    Sun Yat-sen University, China

    6 publications · 2.2K citations

    6

    h-index

  5. ZL
    Zhi Liu

    University of Electro-Communications, Japan

    6 publications · 445 citations

    6

    h-index

1–5 of 1.3K

Institutions

459

  1. Beijing University of Posts and Telecommunications

    Beijing, China

    21 h-index

    72 publications

    6.6K citations

  2. Xidian University

    Xi'an, China

    18 h-index

    48 publications

    3.5K citations

  3. University of Electronic Science and Technology of China

    Chengdu, China

    17 h-index

    29 publications

    4.9K citations

  4. Sun Yat-sen University

    Guangzhou, China

    14 h-index

    32 publications

    5.7K citations

  5. Queen Mary University of London

    London, United Kingdom

    12 h-index

    31 publications

    3.1K citations

  6. Nanyang Technological University

    Singapore, Singapore

    12 h-index

    18 publications

    5.3K citations

  7. Zhejiang University

    Hangzhou, China

    11 h-index

    13 publications

    2.6K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    10 h-index

    24 publications

    1.1K citations

1–8 of 459

Venues

  1. IEEE Internet of Things Journal

    41 publications · 3.7K citations

    35

    h-index

  2. IEEE Transactions on Vehicular Technology

    25 publications · 3K citations

    24

    h-index

  3. IEEE Access

    18 publications · 1K citations

    18

    h-index

  4. IEEE Transactions on Mobile Computing

    TMCCI · 15 publications · 2.4K citations

    15

    h-index

  5. IEEE Journal on Selected Areas in Communications

    13 publications · 2.2K citations

    13

    h-index

1–5