Concepedia

Neighborhood Aggregation

Neighborhood Aggregation is a computational mechanism in graph-based machine learning that, as a form of message-passing operation, selectively pools feature information from a node's adjacent neighbors according to a specified aggregation function to update the node's representation in a topology-aware manner.

123

Publications

12.3K

Citations

454

Authors

165

Institutions

Publications per year

2017–2026

105

Parents

Publications

123

Formal Semantics for Kolmogorov-Arnold Network Representations of Operational Games

Zenodo (CERN European Organization for Nuclear Research) · 2025 · 3.5K citations · Full text

, , +16

Self-supervised Graph Learning for Recommendation

2021 · 1.3K citations · Full text

, , +15

Representation Learning on Graphs with Jumping Knowledge Networks

Keyulu Xu, Chengtao Li, Yonglong Tian et al. · arXiv (Cornell University) · 2018 · 733 citations · Full text

, , +17

Towards Deeper Graph Neural Networks

Meng Liu, Hongyang Gao, Shuiwang Ji · 2020 · 501 citations · Full text

, , +14

LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation

Xiangnan He, Kuan Deng, Xiang Wang et al. · arXiv (Cornell University) · 2020 · 413 citations · Full text

, , +14

1–5 of 123

Authors

454

  1. XH
    Xiangnan He

    University of Science and Technology of China, China

    5 publications · 580 citations

    5

    h-index

  2. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    3 publications · 137 citations

    3

    h-index

  3. FF
    Fuli Feng

    University of Science and Technology of China, China

    3 publications · 123 citations

    3

    h-index

  4. SV
    Shikhar Vashishth

    Indian Institute of Science Bangalore, India

    3 publications · 45 citations

    3

    h-index

  5. KX
    Keyulu Xu

    Massachusetts Institute of Technology, United States

    3 publications · 1.5K citations

    3

    h-index

1–5 of 454

Institutions

165

  1. National University of Singapore

    Singapore, Singapore

    8 h-index

    14 publications

    3.5K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    13 publications

    2.4K citations

  3. University of Science and Technology of China

    Hefei, China

    5 h-index

    17 publications

    3.3K citations

  4. Tsinghua University

    Beijing, China

    4 h-index

    7 publications

    334 citations

  5. Peng Cheng Laboratory

    Shenzhen, China

    4 h-index

    6 publications

    147 citations

  6. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    4 h-index

    5 publications

    215 citations

  7. Singapore Management University

    Singapore, Singapore

    4 h-index

    6 publications

    130 citations

  8. Peking University

    Beijing, China

    4 h-index

    5 publications

    227 citations

1–8 of 165

Venues

  1. arXiv (Cornell University)

    Repository · 26 publications · 2.2K citations

    19

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 6 publications · 151 citations

    6

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 317 citations

    5

    h-index

  4. IEEE Transactions on Multimedia

    3 publications · 124 citations

    3

    h-index

  5. IEEE Access

    3 publications · 78 citations

    3

    h-index

1–5