Knowledge graphs — citation graph of key research

Explore the most influential research on knowledge graphs as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.

Top papers on knowledge graphs

  1. Knowledge Graphs
    Aidan Hogan, Eva Blomqvist, Michael Cochez et al. — 2021 · ACM Computing Surveys · 2,088 citations
  2. Knowledge Graphs: Opportunities and Challenges
    Ciyuan Peng, Feng Xia, Mehdi Naseriparsa et al. — 2023 · Artificial Intelligence Review · 703 citations
  3. Holographic Embeddings of Knowledge Graphs
    Maximilian Nickel, Lorenzo Rosasco, Tomaso Poggio — 2016 · AAAI Publications (The Association for the Advancement of Artificial Intelligence (AAAI)) · 974 citations
  4. A review: Knowledge reasoning over knowledge graph
    Xiaojun Chen, Shengbin Jia, Yang Xiang — 2019 · Expert Systems with Applications · 1,033 citations
  5. Knowledge Graphs
    Aidan Hogan, Eva Blomqvist, Michael Cochez et al. — 2021 · Synthesis lectures on data, semantics and knowledge · 105 citations
  6. A Survey on Knowledge Graphs: Representation, Acquisition, and Applications
    Shaoxiong Ji, Shirui Pan, Erik Cambria et al. — 2021 · IEEE Transactions on Neural Networks and Learning Systems · 2,911 citations
  7. A retrospective of knowledge graphs
    Jihong Yan, Chengyu Wang, Wenliang Cheng et al. — 2016 · Frontiers of Computer Science · 158 citations
  8. Introduction: What Is a Knowledge Graph?
    Dieter Fensel, Umutcan Şimşek, Kevin Angele et al. — 2020 · Springer eBooks · 239 citations
  9. Knowledge graphs
    Claudio Gutiérrez, Juan Sequeda — 2021 · Communications of the ACM · 174 citations
  10. A Review of Relational Machine Learning for Knowledge Graphs
    Maximilian Nickel, Kevin P. Murphy, Volker Tresp et al. — 2015 · Proceedings of the IEEE · 1,648 citations
  11. Constructing knowledge graphs and their biomedical applications
    David N. Nicholson, Casey S. Greene — 2020 · Computational and Structural Biotechnology Journal · 299 citations
  12. Construction and Application of a Knowledge Graph
    Xuejie Hao, Zheng Ji, Xiuhong Li et al. — 2021 · Remote Sensing · 146 citations