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
- 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 · 2,740 citations - Knowledge Graphs
Aidan Hogan, Eva Blomqvist, Michael Cochez et al. — 2021 · ACM Computing Surveys · 1,613 citations - Knowledge Graph Embedding: A Survey of Approaches and Applications
Quan Wang, Zhendong Mao, Bin Wang et al. — 2017 · IEEE Transactions on Knowledge and Data Engineering · 2,664 citations - A Review of Relational Machine Learning for Knowledge Graphs
Maximilian Nickel, Kevin Murphy, Volker Tresp et al. — 2015 · Proceedings of the IEEE · 1,660 citations - A review: Knowledge reasoning over knowledge graph
Xiaojun Chen, Shengbin Jia, Yang Xiang — 2019 · Expert Systems with Applications · 1,040 citations - Knowledge graph refinement: A survey of approaches and evaluation methods
Heiko Paulheim — 2016 · Semantic Web · 1,206 citations - Holographic Embeddings of Knowledge Graphs
Maximilian Nickel, Lorenzo Rosasco, Tomaso Poggio — 2016 · 885 citations - Unifying Large Language Models and Knowledge Graphs: A Roadmap
Shirui Pan, Linhao Luo, Yufei Wang et al. — 2024 · IEEE Transactions on Knowledge and Data Engineering · 1,024 citations - A Survey on Knowledge Graph-Based Recommender Systems
Qingyu Guo, Fuzhen Zhuang, Chuan Qin et al. — 2020 · IEEE Transactions on Knowledge and Data Engineering · 857 citations - Knowledge Graphs: Opportunities and Challenges
Ciyuan Peng, Feng Xia, Mehdi Naseriparsa et al. — 2023 · Artificial Intelligence Review · 624 citations - Convolutional 2D Knowledge Graph Embeddings
Tim Dettmers, Pasquale Minervini, Pontus Stenetorp et al. — 2017 · Zenodo (CERN European Organization for Nuclear Research) · 733 citations - RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Zhiqing Sun, Zhihong Deng, Jian‐Yun Nie et al. — 2019 · arXiv (Cornell University) · 771 citations