A collection of research on knowledge graphs
npm install knowledge-graphsKnowledge Graphs
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
| Year | WWW | AAAI | ACL |
|---|---|---|---|
| 2020 | 20 | 28 | 53 |
Papers by categories
- Knowledge Graph Embedding
- Cross-Modal KG Embedding
- Knowledge Acquisition
- Knowledge-aware Applications
- Temporal Knowledge Graph
- Knowledge Graph Reasoning
- One/few-Shot and Zero-Shot Learning
- Domain-specific Knowledge Graphs
- KG Database Systems
Data
General Knowledge Graphs
- WordNet, https://wordnet.princeton.edu
- OpenCyc, https://www.cyc.com/opencyc/
- Cyc, https://www.cyc.com
- YAGO, http://www.mpii.mpg.de/∼suchanek/yago
- DBpedia, https://wiki.dbpedia.org/develop/datasets
- Freebase, https://developers.google.com/freebase/
- NELL, http://rtw.ml.cmu.edu/rtw/
- Wikidata, https://www.wikidata.org/wiki
- Probase IsA, https://concept.research.microsoft.com/Home/Download
- Google KG, https://developers.google.com/knowledge-graph
- A large-scale Chinese knowledge graph from OwnThink
- GDELT（Global Database of Events, Language, and Tone）Web
- KGHUB and KGOBO, Biomedical ontologies
- PheKnowLator: Heterogeneous Biomedical Knowledge Graphs and Benchmarks Constructed Under Alternative Semantic Models
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
- OAG, Open Academic Graph, https://www.aminer.cn/open-academic-graph
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
- TypeDB, TypeDB Knowledge Graph Library (ML R&D) https://www.vaticle.com
- AmpliGraph, Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
- OpenKE, An Open-Source Package for Knowledge Embedding (KE)
- Fast-TransX, An Efficient implementation of TransE and its extended models for Knowledge Representation Learning
- scikit-kge, Python library to compute knowledge graph embeddings
- OpenNRE, An Open-Source Package for Neural Relation Extraction (NRE)
- PyKEEN, 🤖 A Python library for learning and evaluating knowledge graph embeddings
- 🍇 GRAPE, A Rust/Python library for Graph Representation Learning, Predictions and Evaluations
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
- Stanford CS 520 Knowledge Graphs: How should AI explicitly represent knowledge? Vinay K. Chaudhri, Naren Chittar, Michael Genesereth. [Web]
- Stanford CS 224W: Machine Learning with Graphs. Jure Leskovec. [Web]
- University of Bonn: Analysis of Knowledge Graphs. Jens Lehmmann. [Web] [GitHub]
- Knowledge Graphs. Harald Sack, Mehwish Alam. [Web]
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).