Awesome Knowledge Graph Embedding Approaches

This list contains repositories of libraries and approaches for knowledge graph embeddings, which are vector representations of entities and relations in a multi-relational directed labelled graph. Licensed under CC0.

Libraries

• Embedding framework (5 algorithms) @ https://github.com/BookmanHan/Embedding
• KB2EP collection (5 algorithms) @ https://github.com/thunlp/KB2EP
• Python KGE (6 algorithms) @ https://github.com/mana-ysh/knowledge-graph-embeddings
• scikit-kge (3 algorithms) @ https://github.com/mnick/scikit-kge
• scikit-tensor (5 algorithms) @ https://github.com/mnick/scikit-tensor
• SME (4 algorithms) @ https://github.com/glorotxa/SME

Approaches

• ComplEx @ https://github.com/ttrouill/complex
• 🆕 ComplEx-NNE-AER @ https://github.com/iieir-km/ComplEx-NNE_AER
• ConvE @ https://github.com/TimDettmers/ConvE
• EbemKG @ https://github.com/pminervini/ebemkg
• HolE @ https://github.com/mnick/holographic-embeddings
• Inferbeddings @ https://github.com/uclmr/inferbeddings
• KG2Vec @ https://github.com/AKSW/KG2Vec
• KGE-LDA @ https://github.com/yao8839836/KGE-LDA
• KR-EAR @ https://github.com/thunlp/KR-EAR
• LiteralE @ https://github.com/SmartDataAnalytics/LiteralE
• mFold @ https://github.com/v-shinc/mFoldEmbedding
• Neural-LP @ https://github.com/fanyangxyz/Neural-LP
• ProjE @ https://github.com/bxshi/ProjE
• RDF2Vec @ http://data.dws.informatik.uni-mannheim.de/rdf2vec/code/
• Resource2Vec @ https://github.com/AKSW/Resource2Vec/tree/master/resource2vec-core
• TranslatingModel @ https://github.com/ZichaoHuang/TranslatingModel
• wiki2vec (for DBpedia only) @ https://github.com/idio/wiki2vec