Concepedia

Edge Ai Inference

Edge AI Inference is a computational process in which a trained artificial intelligence model performs real-time decision-making or prediction at the network edge, distinguished from cloud-based inference by its execution on resource-constrained, geographically distributed edge devices to minimize latency, bandwidth usage, and privacy exposure.

93

Publications

8.9K

Citations

508

Authors

185

Institutions

Publications per year

2017–2026

92

Parents

Publications

93

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

Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications

Khaled B. Letaief, Yuanming Shi, Jianmin Lu et al. · IEEE Journal on Selected Areas in Communications · 2021 · 731 citations · Full text

, , +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 93

Authors

508

  1. YS
    Yuanming Shi

    ShanghaiTech University, China

    7 publications · 1.5K citations

    7

    h-index

  2. KB
    Khaled B. Letaief

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

    4 publications · 1.2K citations

    4

    h-index

  3. JZ
    Jun Zhang

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

    4 publications · 689 citations

    4

    h-index

  4. MC
    Meng‐Fan Chang

    National Tsing Hua University, Taiwan

    3 publications · 488 citations

    3

    h-index

  5. GZ
    Guangxu Zhu

    Shenzhen Research Institute of Big Data, China

    3 publications · 260 citations

    3

    h-index

1–5 of 508

Institutions

185

  1. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    7 h-index

    10 publications

    1.5K citations

  2. ShanghaiTech University

    Shanghai, China

    7 h-index

    18 publications

    2.8K citations

  3. Peng Cheng Laboratory

    Shenzhen, China

    5 h-index

    5 publications

    1.4K citations

  4. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    6 publications

    257 citations

  5. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    4 h-index

    4 publications

    847 citations

  6. Zhejiang University

    Hangzhou, China

    3 h-index

    11 publications

    1.4K citations

  7. Swinburne University of Technology

    Melbourne, Australia

    3 h-index

    5 publications

    330 citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    4 publications

    577 citations

1–8 of 185

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 148 citations

    7

    h-index

  2. IEEE Transactions on Wireless Communications

    4 publications · 1.1K citations

    4

    h-index

  3. IEEE Internet of Things Journal

    3 publications · 1.1K citations

    3

    h-index

  4. Computers and Electronics in Agriculture

    2 publications · 189 citations

    2

    h-index

  5. Sensors

    2 publications · 154 citations

    2

    h-index

1–5