Concepedia

Edge Embeddings

Edge Embeddings is a representation learning technique that captures the structural and semantic characteristics of edges in a graph by mapping them into low-dimensional vector spaces, distinguishing itself from node or graph-level embeddings by explicitly modeling pairwise relationships between vertices.

187

Publications

7.5K

Citations

661

Authors

277

Institutions

Publications per year

2017–2026

107

Parents

Publications

187

A Comprehensive Survey on Deep Graph Representation Learning

Wei Ju, Zheng Fang, Yiyang Gu et al. · Neural Networks · 2024 · 305 citations

, , +13

Embedding Graphs in Books: A Layout Problem with Applications to VLSI Design

Fan Chung, Frank Thomson Leighton, Arnold L. Rosenberg · SIAM Journal on Algebraic and Discrete Methods · 1987 · 253 citations

, , +15

Graph representation learning: a survey

APSIPA Transactions on Signal and Information Processing · 2020 · 226 citations · Full text

, , +16

PyTorch-BigGraph: A Large-scale Graph Embedding System

Adam Lerer, Ledell Wu, Jiajun Shen et al. · arXiv (Cornell University) · 2019 · 205 citations · Full text

, , +16

Edge-Guided Non-Local Fully Convolutional Network for Salient Object Detection

Zhengzheng Tu, Yan Ma, Chenglong Li et al. · IEEE Transactions on Circuits and Systems for Video Technology · 2020 · 140 citations

, , +16

1–5 of 187

Authors

661

  1. RA
    Ryan A. Rossi

    Adobe Systems (United States), United States

    5 publications · 224 citations

    5

    h-index

  2. NK
    Nesreen K. Ahmed

    Intel (United States), United States

    4 publications · 198 citations

    4

    h-index

  3. SK
    Sungchul Kim

    Adobe Systems (United States), United States

    4 publications · 132 citations

    4

    h-index

  4. DJ
    Di Jin

    Tianjin University, China

    4 publications · 125 citations

    4

    h-index

  5. ER
    Edwin R. Hancock

    University of York, United Kingdom

    4 publications · 125 citations

    4

    h-index

1–5 of 661

Institutions

277

  1. Tsinghua University

    Beijing, China

    5 h-index

    15 publications

    826 citations

  2. Adobe Systems (United States)

    San Jose, United States

    4 h-index

    9 publications

    368 citations

  3. Sapienza University of Rome

    Rome, Italy

    4 h-index

    9 publications

    161 citations

  4. University of York

    York, United Kingdom

    4 h-index

    6 publications

    224 citations

  5. University of Arizona

    Tucson, United States

    4 h-index

    8 publications

    179 citations

  6. Beihang University

    Beijing, China

    4 h-index

    6 publications

    150 citations

  7. University of Michigan

    Ann Arbor, United States

    4 h-index

    9 publications

    353 citations

  8. University of Ljubljana

    Ljubljana, Slovenia

    3 h-index

    3 publications

    84 citations

1–8 of 277

Venues

  1. arXiv (Cornell University)

    Repository · 16 publications · 658 citations

    12

    h-index

  2. Neurocomputing

    11 publications · 313 citations

    11

    h-index

  3. Journal of Combinatorial Theory Series B

    9 publications · 417 citations

    9

    h-index

  4. Pattern Recognition

    9 publications · 457 citations

    9

    h-index

  5. Information Sciences

    6 publications · 160 citations

    6

    h-index

1–5