Concepedia

Collaborative Inference

Collaborative Inference is a distributed inferencing paradigm in edge artificial intelligence whereby multiple edge devices or nodes cooperatively execute model inference by sharing computational tasks, intermediate representations, or predictions to enhance accuracy, efficiency, or scalability, distinguishing it from isolated or centralized inference approaches.

83

Publications

5.4K

Citations

298

Authors

117

Institutions

Publications per year

2017–2026

57

Parents

Publications

83

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

Dual Attention Networks for Multimodal Reasoning and Matching

Hyeonseob Nam, Jung-Woo Ha, Jeonghee Kim · 2017 · 747 citations

, , +16

Edge Intelligence

En Li, Zhi Zhou, Xu Chen · 2018 · 379 citations · Full text

, , +17

SPINN

Stefanos Laskaridis, Stylianos I. Venieris, Mário Almeida et al. · 2020 · 282 citations · Full text

, , +15

Darwin phones

Emiliano Miluzzo, Cory Cornelius, Ashwin Ramaswamy et al. · 2010 · 202 citations

, , +14

1–5 of 83

Authors

298

  1. AH
    Ali H. Sayed

    University of California, Los Angeles, United States

    5 publications · 195 citations

    5

    h-index

  2. AD
    Anne Deiglmayr

    ETH Zurich, Switzerland

    3 publications · 67 citations

    3

    h-index

  3. XQ
    Xiuquan Qiao

    Beijing University of Posts and Telecommunications, China

    3 publications · 89 citations

    3

    h-index

  4. EL
    En Li

    Sun Yat-sen University, China

    3 publications · 1.3K citations

    3

    h-index

  5. YH
    Yakun Huang

    Beijing University of Posts and Telecommunications, China

    3 publications · 89 citations

    3

    h-index

1–5 of 298

Institutions

117

  1. University of California, Los Angeles

    Los Angeles, United States

    8 h-index

    21 publications

    638 citations

  2. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    3 h-index

    11 publications

    668 citations

  3. University of Freiburg

    Freiburg im Breisgau, Germany

    3 h-index

    6 publications

    134 citations

  4. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    3 h-index

    7 publications

    785 citations

  5. Beijing Institute of Technology

    Beijing, China

    3 h-index

    9 publications

    429 citations

  6. Sun Yat-sen University

    Guangzhou, China

    3 h-index

    11 publications

    4.7K citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    3 h-index

    9 publications

    242 citations

  8. Tsinghua University

    Beijing, China

    2 h-index

    5 publications

    170 citations

1–8 of 117

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 264 citations

    7

    h-index

  2. IEEE Transactions on Mobile Computing

    TMCCI · 6 publications · 232 citations

    5

    h-index

  3. IEEE Internet of Things Journal

    5 publications · 281 citations

    5

    h-index

  4. IEEE Transactions on Signal Processing

    4 publications · 271 citations

    4

    h-index

  5. 2

    h-index

1–5