Concepedia

Edge Reinforcement Learning

Edge Reinforcement Learning is a machine learning framework that integrates reinforcement learning with edge computing by enabling intelligent agents to learn optimal policies through environment interactions directly on distributed edge devices, thereby minimizing latency, bandwidth usage, and privacy risks associated with cloud-centric computation.

37

Publications

1.6K

Citations

153

Authors

67

Institutions

Publications per year

2017–2026

35

Parents

Publications

37

Dynamical Resource Allocation in Edge for Trustable Internet-of-Things Systems: A Reinforcement Learning Method

Shuiguang Deng, Zhengzhe Xiang, Peng Zhao et al. · IEEE Transactions on Industrial Informatics · 2020 · 166 citations

, , +15

Deep Reinforcement Learning-Based Edge Caching in Wireless Networks

Chen Zhong, M. Cenk Gursoy, Senem Velipasalar · IEEE Transactions on Cognitive Communications and Networking · 2020 · 156 citations · Full text

, , +17

Caching Transient Data for Internet of Things: A Deep Reinforcement Learning Approach

Hao Zhu, Yang Cao, Xiao Wei et al. · IEEE Internet of Things Journal · 2018 · 153 citations

, , +16

Deep reinforcement learning based mobile edge computing for intelligent Internet of Things

Rui Zhao, Xinjie Wang, Junjuan Xia et al. · Physical Communication · 2020 · 128 citations

, , +16

Literature survey of statistical, deep and reinforcement learning in natural language processing

Akanksha Rai Sharma, Pranav Kaushik · 2017 · 84 citations

, , +15

1–5 of 37

Authors

153

  1. SJ
    Shi Jin

    Southeast University, China

    2 publications · 223 citations

    2

    h-index

  2. SD
    Shuiguang Deng

    Zhejiang University of Science and Technology, China

    2 publications · 180 citations

    2

    h-index

  3. FR
    F. Richard Yu

    Carleton University, Canada

    2 publications · 76 citations

    2

    h-index

  4. AK
    Anit Kumar

    Lovely Professional University, India

    2 publications · 60 citations

    2

    h-index

  5. DS
    Dhanpratap Singh

    Lovely Professional University, India

    2 publications · 60 citations

    2

    h-index

1–5 of 153

Institutions

67

  1. Peng Cheng Laboratory

    Shenzhen, China

    3 h-index

    7 publications

    118 citations

  2. Tsinghua University

    Beijing, China

    3 h-index

    10 publications

    302 citations

  3. Beijing University of Posts and Telecommunications

    Beijing, China

    2 h-index

    3 publications

    112 citations

  4. Lovely Professional University

    Phagwāra, India

    2 h-index

    4 publications

    120 citations

  5. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    8 publications

    463 citations

  6. The University of Sydney

    Sydney, Australia

    2 h-index

    4 publications

    313 citations

  7. Zhejiang University of Science and Technology

    Hangzhou, China

    2 h-index

    2 publications

    180 citations

  8. Southeast University

    Nanjing, China

    2 h-index

    2 publications

    223 citations

1–8 of 67

Venues

  1. IEEE Access

    3 publications · 168 citations

    3

    h-index

  2. Journal of Parallel and Distributed Computing

    2 publications · 30 citations

    2

    h-index

  3. 2

    h-index

  4. arXiv (Cornell University)

    Repository · 2 publications · 41 citations

    2

    h-index

  5. Information Processing & Management

    1 publications · 10 citations

    1

    h-index

1–5