Concepedia

Spatial Graph Learning

Spatial Graph Learning is a graph-based learning paradigm that models relational data by explicitly capturing local neighborhood structures and topological dependencies through message-passing mechanisms defined directly on the graph's spatial domain.

70

Publications

4.5K

Citations

259

Authors

118

Institutions

Publications per year

2017–2026

65

Parents

Publications

70

Protein interface prediction using graph convolutional networks

Alex Fout, Asa Ben‐Hur · Digital Collections of Colorado (Colorado State University) · 2017 · 567 citations · Full text

, , +16

Optimized Graph Convolution Recurrent Neural Network for Traffic Prediction

Kan Guo, Yongli Hu, Hao Liu et al. · IEEE Transactions on Intelligent Transportation Systems · 2020 · 360 citations

, , +16

SpAGNN: Spatially-Aware Graph Neural Networks for Relational Behavior Forecasting from Sensor Data

Sergio Casas, Cole Gulino, Renjie Liao et al. · 2020 · 172 citations

, , +16

From Cognitive Maps to Cognitive Graphs

Elizabeth R. Chrastil, William H. Warren · PLoS ONE · 2014 · 151 citations · Full text

, , +16

EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism

Lin Feng, Cheng Cheng, Mingyan Zhao et al. · IEEE Journal of Biomedical and Health Informatics · 2022 · 151 citations

, , +16

1–5 of 70

Authors

259

  1. HG
    Hanyu Guo

    Carnegie Mellon University, United States

    2 publications · 55 citations

    2

    h-index

  2. RU
    Raquel Urtasun

    University of Toronto, Canada

    2 publications · 224 citations

    2

    h-index

  3. JZ
    Jingbo Zhou

    Baidu (China), China

    2 publications · 68 citations

    2

    h-index

  4. SC
    Sergio Casas

    Universitat de València, Spain

    2 publications · 224 citations

    2

    h-index

  5. GJ
    Guangyin Jin

    National University of Defense Technology, China

    2 publications · 38 citations

    2

    h-index

1–5 of 259

Institutions

118

  1. Tsinghua University

    Beijing, China

    5 h-index

    12 publications

    375 citations

  2. University of Science and Technology of China

    Hefei, China

    4 h-index

    10 publications

    662 citations

  3. Xidian University

    Xi'an, China

    4 h-index

    9 publications

    472 citations

  4. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    6 publications

    402 citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    13 publications

    538 citations

  6. Wuhan University of Technology

    Wuhan, China

    3 h-index

    3 publications

    243 citations

  7. National University of Singapore

    Singapore, Singapore

    3 h-index

    7 publications

    693 citations

  8. Baidu (China)

    Beijing, China

    2 h-index

    7 publications

    256 citations

1–8 of 118

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 135 citations

    5

    h-index

  2. Neurocomputing

    3 publications · 217 citations

    3

    h-index

  3. 3

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 178 citations

    3

    h-index

  5. Process Safety and Environmental Protection

    2 publications · 82 citations

    2

    h-index

1–5