This repo summarized the popular papers on knowledge graph, contributed by Data intelligence Lab in South China Normal University, referred thunlp.
| Titile | Author |
|---|---|
| Knowledge graph embedding-a survey of approaches and applications | Quan Wang, Zhendong Mao, Bin Wang, and Li Guo |
| 知识表示学习研究进展 | 刘知远，孙茂松，林衍凯，谢若冰 |
| A Comprehensive survey of graph embedding problems,techniques and applications | Hongyun Cai, Vincent W. Zheng, and Kevin Chen-Chuan Chang |
| Representation Learning: A Review and New Perspectives | Yoshua Bengio, Aaron Courville, and Pascal Vincent |
| A Review of Relational Machine Learning for Knowledge Graphs | Maximilian Nickel, Kevin Murphy, Volker Tresp, Evgeniy Gabrilovich |
| Titile | Conference | Author | Code | Category |
|---|---|---|---|---|
| cross-lingual knowledge graph alighment via graph convolutional networks | EMNLP | ZhichunWang, Qingsong Lv, Xiaohan Lan, Yu Zhang | tensorflow | knowledge graph alighment |
| A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network | NAACL 2018 | Dai Quoc Nguyen, Tu Dinh Nguyen, Dat Quoc Nguyen, Dinh Phung | tensorflow | knowledge graph completion |
| Convolutional 2D Knowledge Graphs Embeddings | AAAI 2018 | Tim Dettmers, Pasquale Minervini, Pontus Stenetor,p Sebastian Riedel | tensorflow | knowledge graph embedding |
| modeling realtional data with graph convolutional networks | ** | Michael Schlichtkrull, Thomas N. Kipf, Peter Bloem, Rianne van den Berg , Ivan Titov, Max Welling | keras | knowledge graph embedding |
| KBGAN: Adversarial Learning for Knowledge Graph Embeddings | NAACL2018 | Liwei Cai, William Yang Wang | pytorch | knowledge graph embedding |
| DistMult: Embedding Entities and Relations for Learning and Inference in Knowledge Bases | ICLR2015 | Bishan Yang, Wen-tau Yih, Xiaodong He, Jianfeng Gao, Li Deng | tensorflow | knowledge graph embedding |
| RESCAL: A Three-Way Model for Collective Learning on Multi-Relational Data | ICML2011 | Bishan Yang, Wen-tau Yih, Xiaodong He, Jianfeng Gao, Li Deng | tensorflow | knowledge graph embedding |
| Complex embeddings for simple link prediction | ICML2016 | Trouillon, T., Welbl, J., Riedel, S., Gaussier, É., & Bouchard | tensorflow | knowledge graph completion |
| Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs | ACL2019 | Deepak Nathani, Jatin Chauhan, Charu Sharma, Manohar Kaul | pytorch | knowledge graph completion |