Concepedia

Heterogeneous Graph Learning

Heterogeneous Graph Learning is a graph-based learning paradigm that extends conventional graph models to handle heterogeneous graphs by incorporating multiple node and edge types, enabling the representation and inference of complex relational structures across diverse entity and relation categories.

476

Publications

32.9K

Citations

2K

Authors

431

Institutions

Publications per year

2017–2026

462

Parents

Publications

476

Heterogeneous Graph Attention Network

Xiao Wang, Houye Ji, Chuan Shi et al. · 2019 · 2.9K citations · Full text

, , +13

Heterogeneous Graph Neural Network

Chuxu Zhang, Dongjin Song, Chao Huang et al. · 2019 · 1.5K citations · Full text

, , +15

Heterogeneous Graph Transformer

Ziniu Hu, Yuxiao Dong, Kuansan Wang et al. · 2020 · 1.3K citations · Full text

, , +15

MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

Xinyu Fu, Jiani Zhang, Ziqiao Meng et al. · 2020 · 943 citations · Full text

, , +14

Graph Transformer Networks

Seongjun Yun, Minbyul Jeong, Raehyun Kim et al. · arXiv (Cornell University) · 2019 · 515 citations · Full text

, , +16

1–5 of 476

Authors

2K

  1. CS
    Chuan Shi

    Beijing University of Posts and Telecommunications, China

    21 publications · 5.2K citations

    18

    h-index

  2. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    22 publications · 4.5K citations

    18

    h-index

  3. HP
    Hao Peng

    Beihang University, China

    12 publications · 791 citations

    12

    h-index

  4. XW
    Xiao Wang

    Beijing University of Posts and Telecommunications, China

    12 publications · 1.4K citations

    11

    h-index

  5. CH
    Chao Huang

    University of Hong Kong, Hong Kong SAR China

    9 publications · 2.2K citations

    9

    h-index

1–5 of 2K

Institutions

431

  1. Tsinghua University

    Beijing, China

    21 h-index

    65 publications

    9K citations

  2. Chinese Academy of Sciences

    Beijing, China

    21 h-index

    81 publications

    5.8K citations

  3. Beijing University of Posts and Telecommunications

    Beijing, China

    21 h-index

    91 publications

    20.9K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    19 h-index

    72 publications

    4.6K citations

  5. Beihang University

    Beijing, China

    18 h-index

    67 publications

    3.8K citations

  6. University of Illinois Chicago

    Chicago, United States

    17 h-index

    40 publications

    5.5K citations

  7. Tencent (China)

    Shenzhen, China

    15 h-index

    45 publications

    1.8K citations

  8. Tianjin University

    Tianjin, China

    15 h-index

    40 publications

    2.9K citations

1–8 of 431

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 26 publications · 2.4K citations

    25

    h-index

  2. Knowledge-Based Systems

    23 publications · 906 citations

    17

    h-index

  3. arXiv (Cornell University)

    Repository · 27 publications · 1.2K citations

    17

    h-index

  4. Expert Systems with Applications

    14 publications · 436 citations

    14

    h-index

  5. Briefings in Bioinformatics

    12 publications · 820 citations

    12

    h-index

1–5