Concepedia

Knowledge Graph Representation Learning

Knowledge Graph Representation Learning is a computational framework that maps entities and relations within a knowledge graph to low-dimensional vector spaces while preserving semantic structures and enabling relational reasoning through learned embeddings.

1.1K

Publications

86.8K

Citations

3.4K

Authors

714

Institutions

Publications per year

2017–2026

1K

Variants

Kgrl

Parents

Publications

1.1K

Learning Entity and Relation Embeddings for Knowledge Graph Completion

Yankai Lin, Zhiyuan Liu, Maosong Sun et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2015 · 3.6K citations · Full text

, , +15

A Survey on Knowledge Graphs: Representation, Acquisition, and Applications

Shaoxiong Ji, Shirui Pan, Erik Cambria et al. · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 2.7K citations · Full text

, , +15

Knowledge Graph Embedding: A Survey of Approaches and Applications

Quan Wang, Zhendong Mao, Bin Wang et al. · IEEE Transactions on Knowledge and Data Engineering · 2017 · 2.7K citations

, , +16

Convolutional 2D Knowledge Graph Embeddings

Tim Dettmers, Pasquale Minervini, Pontus Stenetorp et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 2.4K citations · Full text

, , +14

Knowledge Graph Embedding via Dynamic Mapping Matrix

Guoliang Ji, Shizhu He, Liheng Xu et al. · 2015 · 1.9K citations · Full text

, , +14

1–5 of 1.1K

Authors

3.4K

  1. ZL
    Zhiyuan Liu

    Tsinghua University, China

    25 publications · 7.8K citations

    20

    h-index

  2. HC
    Huajun Chen

    Zhejiang University, China

    25 publications · 1.6K citations

    18

    h-index

  3. JL
    Juanzi Li

    Tsinghua University, China

    14 publications · 2.1K citations

    14

    h-index

  4. VT
    Volker Tresp

    Siemens (Germany), Germany

    16 publications · 745 citations

    14

    h-index

  5. MS
    Maosong Sun

    Tsinghua University, China

    14 publications · 6.3K citations

    13

    h-index

1–5 of 3.4K

Institutions

714

  1. Tsinghua University

    Beijing, China

    38 h-index

    207 publications

    35.5K citations

  2. Chinese Academy of Sciences

    Beijing, China

    35 h-index

    218 publications

    24.4K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    32 h-index

    154 publications

    10.4K citations

  4. Institute of Information Engineering

    Beijing, China

    25 h-index

    88 publications

    14.8K citations

  5. Wuhan University

    Wuhan, China

    24 h-index

    81 publications

    3.9K citations

  6. Tencent (China)

    Shenzhen, China

    22 h-index

    59 publications

    6.9K citations

  7. Zhejiang University

    Hangzhou, China

    21 h-index

    135 publications

    8.3K citations

  8. Peking University

    Beijing, China

    21 h-index

    78 publications

    8.1K citations

1–8 of 714

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 69 publications · 14.5K citations

    45

    h-index

  2. arXiv (Cornell University)

    Repository · 148 publications · 8.6K citations

    41

    h-index

  3. Knowledge-Based Systems

    49 publications · 2K citations

    28

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 22 publications · 4K citations

    20

    h-index

  5. Expert Systems with Applications

    26 publications · 1.1K citations

    20

    h-index

1–5