Concepedia

Spectral Graph Learning

Spectral Graph Learning is a graph-based learning framework that leverages the spectral decomposition of graph operators, such as the graph Laplacian, to extract and exploit low-dimensional representations of graph structure by transforming graph data into a spectral domain where topological patterns are more discernible.

216

Publications

48K

Citations

703

Authors

291

Institutions

Publications per year

2017–2026

132

Parents

Publications

216

Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

Dagstuhl Research Online Publication Server · 2025 · 16.2K citations · Full text

, , +16

Graph Attention Networks

Guillem Cucurull, Arantxa Casanova, Adriana Romero et al. · arXiv (Cornell University) · 2017 · 8.3K citations · Full text

, , +16

Semi-Supervised Classification with Graph Convolutional Networks

Thomas Kipf, Max Welling · arXiv (Cornell University) · 2016 · 8.1K citations · Full text

, , +16

Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting

Zhiyong Cui, Kristian Henrickson, Ruimin Ke et al. · IEEE Transactions on Intelligent Transportation Systems · 2019 · 955 citations

, , +17

Graph Attention Networks

Petar Veličković, Guillem Cucurull, Arantxa Casanova et al. · arXiv (Cornell University) · 2017 · 947 citations · Full text

, , +16

1–5 of 216

Authors

703

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    7 publications · 771 citations

    7

    h-index

  2. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    4 publications · 333 citations

    4

    h-index

  3. HC
    Heng Chang

    Tsinghua University, China

    3 publications · 61 citations

    3

    h-index

  4. JY
    Jian Yang

    Nanjing University of Science and Technology, China

    3 publications · 117 citations

    3

    h-index

  5. SS
    Somayeh Sojoudi

    University of California, Berkeley, United States

    3 publications · 61 citations

    3

    h-index

1–5 of 703

Institutions

291

  1. Northwestern Polytechnical University

    Xi'an, China

    7 h-index

    25 publications

    2.1K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    15 publications

    431 citations

  3. Indian Institute of Science Bangalore

    Bengaluru, India

    5 h-index

    12 publications

    323 citations

  4. Tsinghua University

    Beijing, China

    5 h-index

    12 publications

    493 citations

  5. Peking University

    Beijing, China

    5 h-index

    13 publications

    66.1K citations

  6. Yahoo (United States)

    Sunnyvale, United States

    4 h-index

    5 publications

    423 citations

  7. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    9 publications

    1K citations

  8. Nanjing University of Science and Technology

    Nanjing, China

    4 h-index

    16 publications

    512 citations

1–8 of 291

Venues

  1. arXiv (Cornell University)

    Repository · 36 publications · 19.2K citations

    24

    h-index

  2. Neurocomputing

    6 publications · 310 citations

    6

    h-index

  3. Knowledge-Based Systems

    5 publications · 449 citations

    5

    h-index

  4. Information Sciences

    4 publications · 103 citations

    4

    h-index

  5. 4

    h-index

1–5