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A collection of knowledge graph papers, codes, and reading notes.

Survey

A Survey on Knowledge Graphs: Representation, Acquisition and Applications. IEEE TNNLS 2021. Shaoxiong Ji, Shirui Pan, Erik Cambria, Pekka Marttinen, Philip S. Yu. [Paper]

Knowledge Graphs. Preprint 2020. Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d'Amato, Gerard de Melo, Claudio Gutierrez, José Emilio Labra Gayo, Sabrina Kirrane, Sebastian Neumaier, Axel Polleres, Roberto Navigli, Axel-Cyrille Ngonga Ngomo, Sabbir M. Rashid, Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab, Antoine Zimmermann. [Paper]

Knowledge Representation Learning: A Quantitative Review. Preprint 2018. Lin, Yankai and Han, Xu and Xie, Ruobing and Liu, Zhiyuan and Sun, Maosong. [Paper]

Knowledge graph embedding: A survey of approaches and applications. TKDE 2017. Wang, Quan and Mao, Zhendong and Wang, Bin and Guo, Li. [Paper]

Knowledge graph refinement: A survey of approaches and evaluation methods. Semantic Web 2017. Paulheim, Heiko. [Paper]

A review of relational machine learning for knowledge graphs. Proceedings of the IEEE 2015. Nickel, Maximilian and Murphy, Kevin and Tresp, Volker and Gabrilovich, Evgeniy. [Paper]

Papers by venues

YearWWWAAAIACL
2020202853

Papers by categories

Data

General Knowledge Graphs

Domain-specific Data

OpenKG knowledge graphs about the novel coronavirus COVID-19

COVID❋GRAPH COVID-19 virus [Web]

KgBase COVID-19 knowledge graph [Web] Academic graphs

Entity Recognition

CORD-19, a comprehensieve named entity annotation dataset, CORD-NER, on the COVID-19 Open Research Dataset Challenge (CORD-19) corpus [Data]

Other Collections

Baidu BROAD datasets [Web]

ASER: A Large-scale Eventuality Knowledge Graph WWW 2020. Zhang et al. [Paper]

Libraries, Softwares and Tools

KRL Libraries

Knowledge Graph Database

akutan, A distributed knowledge graph store

Others

Interactive APP

Knowledge graph APP, Simple knowledge graph applications can be easily built using JSON data managed entirely via a GraphQL layer. [Github] [Website]

Courses, Tutorials and Seminars

Courses

Related Repos

A repo about knowledge graph in Chinese - husthuke/awesome-knowledge-graph

A repo about NLP, KG, Dialogue Systems in Chinese - lihanghang/NLP-Knowledge-Graph

Top-level Conference Publications on Knowledge Graph - wds-seu/Knowledge-Graph-Publications

Geospatial Knowledge Graphs - semantic-geospatial

Acknowledgements

Acknowledgments give to the following people who comment or contribute to this repository (listed chronologically).