README.md

Knowledge Graph

This repo summarized the popular papers on knowledge graph, contributed by Data intelligence Lab in South China Normal University, referred thunlp.

Survey

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

Paper

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