References¶
Unimodal KGE Models.
- balazevic2019
Balažević, et al. (2019) TuckER: Tensor Factorization for Knowledge Graph Completion. EMNLP’19
- bordes2011
Bordes, A., et al. (2011). Learning Structured Embeddings of Knowledge Bases. AAAI. Vol. 6. No. 1.
- bordes2013
Bordes, A., et al. (2013). Translating embeddings for modeling multi-relational data. NIPS.
- bordes2014
Bordes, A., et al. (2014). A semantic matching energy function for learning with multi-relational data. Machine
- dettmers2018
Dettmers, T., et al. (2018) Convolutional 2d knowledge graph embeddings. Thirty-Second AAAI Conference on Artificial Intelligence.
- dong2014
Dong, X., et al. (2014) Knowledge vault: A web-scale approach to probabilistic knowledge fusion. ACM.
- ji2015
Ji, G., et al. (2015). Knowledge graph embedding via dynamic mapping matrix. ACL.
- kazemi2018
Kazemi, S.M. and Poole, D. (2018). SimplE Embedding for Link Prediction in Knowledge Graphs. NIPS’18
- he2015
Shizhu, H., et al. (2017). Learning to Represent Knowledge Graphs with Gaussian Embedding. CIKM’17.
- lin2015
Lin, Y., et al. (2015). Learning entity and relation embeddings for knowledge graph completion. AAAI. Vol. 15.
- nguyen2018
Nguyen, D. Q., et al (2018) A Novel Embedding Model for Knowledge Base CompletionBased on Convolutional Neural Network. NAACL-HLT 2018
- nickel2011
Nickel, M., et al. (2011) A Three-Way Model for Collective Learning on Multi-Relational Data. ICML. Vol. 11.
- nickel2016
Nickel, M. et al. (2016) Holographic Embeddings of Knowledge Graphs. AAAI 2016.
- schlichtkrull2018
Schlichtkrull, M., et al. (2018) Modeling relational data with graph convolutional networks. ESWC’18.
- sharifzadeh2019
Sharifzadeh et al. (2019) Extension of ERMLP in PyKEEN.
- shi2017
Shi, B., and Weninger, T. ProjE: Embedding Projection for Knowledge Graph Completion, AAAI 2017
- sun2019
Sun, Z., et al. (2019) RotatE: Knowledge Graph Embeddings by relational rotation in complex space. ICLR 2019.
- trouillon2016
Trouillon, T., et al. (2016) Complex embeddings for simple link prediction. International Conference on Machine Learning. 2016.
- wang2014
Wang, Z., et al. (2014). Knowledge Graph Embedding by Translating on Hyperplanes. AAAI. Vol. 14.
- yang2014
Yang, B., et al. (2014). Embedding Entities and Relations for Learning and Inference in Knowledge Bases. CoRR, abs/1412.6575.
- socher2013
Socher, R., et al. (2013) Reasoning with neural tensor networks for knowledge base completion.. NIPS. 2013.
Multimodal KGE Models.
- agustinus2018
Agustinus, K., et al. (2018) Incorporating literals into knowledge graph embeddings. arXiv preprint arXiv:1802.00934.