Concepedia

Node Position Encoding

Node Position Encoding is a method in graph representation learning that assigns unique structural identifiers to nodes based on their relative or absolute positions within a graph topology to enhance model awareness of structural relationships.

20

Publications

937

Citations

84

Authors

29

Institutions

Publications per year

2017–2026

18

Parents

Publications

20

Improving position encoding of transformers for multivariate time series classification

Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb et al. · Data Mining and Knowledge Discovery · 2023 · 205 citations · Full text

, , +11

Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations

Taichi Ishiwatari, Yuki Yasuda, Taro Miyazaki et al. · 2020 · 202 citations · Full text

, , +15

Heterogeneous Graph Masked Autoencoders

Yijun Tian, Kaiwen Dong, Chunhui Zhang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2023 · 98 citations · Full text

, , +16

Rethinking Graph Transformers with Spectral Attention

Devin Kreuzer, Dominique Beaini, William L. Hamilton et al. · arXiv (Cornell University) · 2021 · 70 citations · Full text

, , +16

Structure-Aware Transformer for Graph Representation Learning

Dexiong Chen, Leslie O’Bray, Karsten Borgwardt · arXiv (Cornell University) · 2022 · 46 citations · Full text

, , +13

1–5 of 20

Authors

84

  1. YL
    Yuan Lin

    Dalian University of Technology, China

    1 publications · 37 citations

    1

    h-index

  2. CZ
    Chunhui Zhang

    Zhejiang University, China

    1 publications · 98 citations

    1

    h-index

  3. HY
    Haoteng Yin

    Peking University, China

    1 publications · 22 citations

    1

    h-index

  4. XB
    Xavier Bresson

    École Polytechnique Fédérale de Lausanne, Switzerland

    1 publications · 25 citations

    1

    h-index

  5. WL
    William L. Hamilton

    University of Cambridge, United Kingdom

    1 publications · 70 citations

    1

    h-index

1–5 of 84

Institutions

29

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    2 h-index

    7 publications

    178 citations

  2. McGill University

    Montreal, Canada

    2 h-index

    3 publications

    152 citations

  3. Michigan State University

    East Lansing, United States

    1 h-index

    2 publications

    66 citations

  4. Austrian Academy of Sciences

    Vienna, Austria

    1 h-index

    4 publications

    52 citations

  5. Polytechnique Montréal

    Montreal, Canada

    1 h-index

    1 publications

    70 citations

  6. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    1 h-index

    1 publications

    16 citations

  7. Shandong Normal University

    Jinan, China

    1 h-index

    4 publications

    76 citations

  8. Brandeis University

    Waltham, United States

    1 h-index

    2 publications

    196 citations

1–8 of 29

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 197 citations

    6

    h-index

  2. Expert Systems with Applications

    1 publications · 19 citations

    2

    h-index

  3. Neural Networks

    1 publications · 37 citations

    1

    h-index

  4. 2021 IEEE International Conference on Data Mining (ICDM)

    Conference · 1 publications · 16 citations

    1

    h-index

  5. 1

    h-index

1–5