Concepedia

Network Smoothing

Network Smoothing is a computational method in network propagation that integrates local neighborhood information to refine node representations by reducing noise and enhancing structural coherence in graph-structured data.

22

Publications

1.8K

Citations

77

Authors

37

Institutions

Publications per year

2017–2026

16

Parents

Publications

22

Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View

Deli Chen, Yankai Lin, Wei Li et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 993 citations · Full text

, , +14

ResGCN: attention-based deep residual modeling for anomaly detection on attributed networks

Yulong Pei, Tianjin Huang, Werner van Ipenburg et al. · Machine Learning · 2021 · 88 citations · Full text

, , +16

Estimating network edge probabilities by neighbourhood smoothing

Yuan Zhang, Elizaveta Levina, Ji Zhu · Biometrika · 2017 · 85 citations

, , +8

A Survey on Oversmoothing in Graph Neural Networks

T. Konstantin Rusch, Michael M. Bronstein, Siddhartha Mishra · arXiv (Cornell University) · 2023 · 82 citations · Full text

, , +14

Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View

Deli Chen, Yankai Lin, Wei Li et al. · arXiv (Cornell University) · 2019 · 80 citations · Full text

, , +14

1–5 of 22

Authors

77

  1. EL
    Elizaveta Levina

    University of Michigan, United States

    2 publications · 107 citations

    2

    h-index

  2. TH
    Tianjin Huang

    Eindhoven University of Technology, Netherlands

    2 publications · 120 citations

    2

    h-index

  3. DC
    Deli Chen

    The University of Melbourne, Australia

    2 publications · 1.1K citations

    2

    h-index

  4. YP
    Yulong Pei

    Eindhoven University of Technology, Netherlands

    2 publications · 120 citations

    2

    h-index

  5. WV
    Werner van Ipenburg

    Eindhoven University of Technology, Netherlands

    2 publications · 120 citations

    2

    h-index

1–5 of 77

Institutions

37

  1. Peking University

    Beijing, China

    3 h-index

    11 publications

    3.3K citations

  2. Tencent (China)

    Shenzhen, China

    2 h-index

    4 publications

    3K citations

  3. University of Michigan

    Ann Arbor, United States

    2 h-index

    3 publications

    182 citations

  4. Eindhoven University of Technology

    Eindhoven, The Netherlands

    2 h-index

    6 publications

    360 citations

  5. Johns Hopkins Medicine

    Baltimore, United States

    1 h-index

    1 publications

    38 citations

  6. UNSW Sydney

    Sydney, Australia

    1 h-index

    1 publications

    34 citations

  7. Deakin University

    Burwood, Australia

    1 h-index

    1 publications

    75 citations

  8. Institut du Cerveau

    Paris, France

    1 h-index

    1 publications

    38 citations

1–8 of 37

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 239 citations

    6

    h-index

  2. IEEE Transactions on Cybernetics

    1 publications · 75 citations

    1

    h-index

  3. Computers Environment and Urban Systems

    1 publications · 21 citations

    1

    h-index

  4. Network Neuroscience

    NetNeuro · 1 publications · 32 citations

    1

    h-index

  5. Pattern Recognition

    1 publications · 29 citations

    1

    h-index

1–5