Concepedia

Edge Inference

Edge Inference is a computational process in which machine learning models execute predictive or analytical tasks on data locally at the edge of the network, within constrained IoT edge devices or gateways, to minimize latency, bandwidth usage, and cloud dependency while enabling real-time decision-making.

154

Publications

11.3K

Citations

539

Authors

198

Institutions

Publications per year

2017–2026

146

Parents

Publications

154

Convergence of Edge Computing and Deep Learning: A Comprehensive Survey

Xiaofei Wang, Yiwen Han, Victor C. M. Leung et al. · IEEE Communications Surveys & Tutorials · 2020 · 1.4K citations · Full text

, , +17

Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence

Shuiguang Deng, Hailiang Zhao, Weijia Fang et al. · IEEE Internet of Things Journal · 2020 · 1.1K citations · Full text

, , +16

Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing

En Li, Liekang Zeng, Zhi Zhou et al. · IEEE Transactions on Wireless Communications · 2019 · 859 citations

, , +17

Scaling for edge inference of deep neural networks

Xiaowei Xu, Yukun Ding, Xiaobo Sharon Hu et al. · Nature Electronics · 2018 · 469 citations

, , +13

Machine Learning at Facebook: Understanding Inference at the Edge

Carole-Jean Wu, David Brooks, Kevin Chen et al. · 2019 · 448 citations

, , +16

1–5 of 154

Authors

539

  1. YS
    Yuanming Shi

    ShanghaiTech University, China

    11 publications · 1.1K citations

    12

    h-index

  2. JZ
    Jun Zhang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    5 publications · 1.1K citations

    6

    h-index

  3. XC
    Xu Chen

    Sun Yat-sen University, China

    6 publications · 2.6K citations

    6

    h-index

  4. KY
    Kai Yang

    ShanghaiTech University, China

    5 publications · 620 citations

    5

    h-index

  5. ZZ
    Zhi Zhou

    Sun Yat-sen University, China

    5 publications · 1.2K citations

    5

    h-index

1–5 of 539

Institutions

198

  1. ShanghaiTech University

    Shanghai, China

    11 h-index

    28 publications

    3K citations

  2. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    9 h-index

    16 publications

    2.5K citations

  3. Tsinghua University

    Beijing, China

    9 h-index

    23 publications

    1.5K citations

  4. University of Hong Kong

    Pok Fu Lam, Hong Kong

    7 h-index

    10 publications

    484 citations

  5. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    7 h-index

    9 publications

    1.6K citations

  6. Sun Yat-sen University

    Guangzhou, China

    6 h-index

    19 publications

    5.9K citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    5 h-index

    5 publications

    609 citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    4 h-index

    8 publications

    1.2K citations

1–8 of 198

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 367 citations

    10

    h-index

  2. IEEE Transactions on Wireless Communications

    6 publications · 1.2K citations

    8

    h-index

  3. IEEE Internet of Things Journal

    5 publications · 1.4K citations

    5

    h-index

  4. 4

    h-index

  5. IEEE Access

    3 publications · 165 citations

    4

    h-index

1–5