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
- Knowledge Graph Embedding by Translating on Hyperplanes
Zhen Wang, Jianwen Zhang, Jianlin Feng et al. — 2014 · Proceedings of the AAAI Conference on Artificial Intelligence · 3,771 citations - Learning Entity and Relation Embeddings for Knowledge Graph Completion
Yankai Lin, Zhiyuan Liu, Maosong Sun et al. — 2015 · Proceedings of the AAAI Conference on Artificial Intelligence · 3,636 citations - 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 · 2,665 citations - Convolutional 2D Knowledge Graph Embeddings
Tim Dettmers, Pasquale Minervini, Pontus Stenetorp et al. — 2018 · Proceedings of the AAAI Conference on Artificial Intelligence · 2,396 citations - Knowledge Graphs
Aidan Hogan, Eva Blomqvist, Michael Cochez et al. — 2021 · ACM Computing Surveys · 1,500 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 · 2,637 citations - A Review of Relational Machine Learning for Knowledge Graphs
Maximilian Nickel, Kevin Murphy, Volker Tresp et al. — 2015 · Proceedings of the IEEE · 1,638 citations - Knowledge Graph Embedding via Dynamic Mapping Matrix
Guoliang Ji, Shizhu He, Liheng Xu et al. — 2015 · 1,851 citations - Knowledge graph refinement: A survey of approaches and evaluation methods
Heiko Paulheim — 2016 · Semantic Web · 1,195 citations - A review: Knowledge reasoning over knowledge graph
Xiaojun Chen, Shengbin Jia, Yang Xiang — 2019 · Expert Systems with Applications · 1,024 citations - Knowledge Graph Convolutional Networks for Recommender Systems
Hongwei Wang, Miao Zhao, Xing Xie et al. — 2019 · 962 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 · 837 citations