A curated collection of research on knowledge graphs
Knowledge graph and text jointly embedding. EMNLP 2015. Wang, Zhen and Zhang, Jianwen and Feng, Jianlin and Chen, Zheng. [Paper]
Aligning knowledge and text embeddings by entity descriptions. EMNLP 2015. Zhong, Huaping and Zhang, Jianwen and Wang, Zhen and Wan, Hai and Chen, Zheng. [Paper]
Joint semantic relevance learning with text data and graph knowledge. ACL-IJCNLP Workshop 2015. Zhang, Dongxu and Yuan, Bin and Wang, Dong and Liu, Rong. [Paper]
SSP: semantic space projection for knowledge graph embedding with text descriptions. AAAI 2017. Xiao, Han and Huang, Minlie and Meng, Lian and Zhu, Xiaoyan. [Paper]
Representation learning of knowledge graphs with entity descriptions. AAAI 2016. Xie, Ruobing and Liu, Zhiyuan and Jia, Jia and Luan, Huanbo and Sun, Maosong. [Paper] [Code]
Distributed representation learning for knowledge graphs with entity descriptions. PRL 2017. Fan, Miao and Zhou, Qiang and Zheng, Thomas Fang and Grishman, Ralph. [Paper]
Text-enhanced representation learning for knowledge graph. IJCAI 2016. Wang, Zhigang and Li, Juan-Zi. [Paper]
Knowledge Representation Learning with Entities, Attributes and Relations. IJCAI 2016. [Paper] [Code]
Type-constrained representation learning in knowledge graphs. ISWC 2015. Krompass, Denis and Baier, Stephan and Tresp, Volker. [Paper]
Typed tensor decomposition of knowledge bases for relation extraction. EMNLP 2014. Chang, Kai-Wei and Yih, Wen-tau and Yang, Bishan and Meek, Christopher. [Paper]
Semantically smooth knowledge graph embedding. ACL 2015. Guo, Shu and Wang, Quan and Wang, Bin and Wang, Lihong and Guo, Li. [Paper]
Entity hierarchy embedding. ACL 2015. Hu, Zhiting and Huang, Poyao and Deng, Yuntian and Gao, Yingkai and Xing, Eric. [Paper]
Representation Learning of Knowledge Graphs with Hierarchical Types. IJCAI 2016. Xie, Ruobing and Liu, Zhiyuan and Sun, Maosong. [Paper]
Knowledge graph embedding with hierarchical relation structure. EMNLP 2018. Zhang, Zhao and Zhuang, Fuzhen and Qu, Meng and Lin, Fen and He, Qing. [Paper]
AMIE: association rule mining under incomplete evidence in ontological knowledge bases. WWW 2013. Galárraga, Luis Antonio and Teflioudi, Christina and Hose, Katja and Suchanek, Fabian. [Paper)]
Knowledge graph identification. ISWC 2013. Pujara, Jay and Miao, Hui and Getoor, Lise and Cohen, William. [Paper]
Knowledge base completion using embeddings and rules. IJCAI 2015. Wang, Quan and Wang, Bin and Guo, Li. [Paper]
Injecting logical background knowledge into embeddings for relation extraction. NAACL 2015. Rocktäschel, Tim and Singh, Sameer and Riedel, Sebastian. [Paper]
Low-Dimensional Embeddings of Logic. ACL 2014. Rocktäschel, Tim and Bošnjak, Matko and Singh, Sameer and Riedel, Sebastian. [Paper]
Learning first-order logic embeddings via matrix factorization. IJCAI 2016. Wang, William Yang and Cohen, William W. [Paper]
Jointly embedding knowledge graphs and logical rules. EMNLP 2016. Guo, Shu and Wang, Quan and Wang, Lihong and Wang, Bin and Guo, Li. [Paper]
Knowledge Graph Embedding with Iterative Guidance from Soft Rules. AAAI 2018. Guo, Shu and Wang, Quan and Wang, Lihong and Wang, Bin and Guo, Li. [Paper] [Code]
Lifted rule injection for relation embeddings. EMNLP 2016. Demeester, Thomas and Rocktäschel, T and Riedel, S. [Paper]
Random walk inference and learning in a large scale knowledge base. EMNLP 2011. Lao, Ni and Mitchell, Tom and Cohen, William W. [Paper]
Relational retrieval using a combination of path-constrained random walks. Machine Learning 2010. Lao, Ni and Cohen, William W. [Paper]
Modeling relation paths for representation learning of knowledge bases. EMNLP 2015. Lin, Yankai and Liu, Zhiyuan and Luan, Huanbo and Sun, Maosong and Rao, Siwei and Liu, Song. [Paper] [Code]
Context-dependent knowledge graph embedding. EMNLP 2015. Luo, Yuanfei and Wang, Quan and Wang, Bin and Guo, Li. [Paper]
Compositional learning of embeddings for relation paths in knowledge base and text. ACL 2016. Toutanova, Kristina and Lin, Victoria and Yih, Wen-tau and Poon, Hoifung and Quirk, Chris. [Paper]
GAKE: graph aware knowledge embedding. COLING 2016. Feng, Jun and Huang, Minlie and Yang, Yang and Zhu, Xiaoyan. [Paper]
Traversing Knowledge Graphs in Vector Space. EMNLP 2015. Guu, Kelvin and Miller, John and Liang, Percy. [Paper]
Image-embodied knowledge representation learning. IJCAI 2017. Xie, Ruobing and Liu, Zhiyuan and Luan, Huanbo and Sun, Maosong. [Paper]
Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs. Automated Knowledge Base Construction 2019. Oñoro-Rubio et al. [Paper]