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Entity alignment is the task of linking entities with the same real-world identity from different knowledge graphs (KGs), which has been recently dominated by embedding-based methods.
Crowdmap: Crowdsourcing ontology alignment with microtasks
Cristina Sarasua, Elena Simperl, and Natalya F. Noy · 2012
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Translating embeddings for modeling multi-relational data
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko · 2013
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Yago3: A knowledge base from multilingual wikipedias
Farzaneh Mahdisoltani, Joanna Biega, and Fabian M Suchanek · 2013
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Spectral networks and locally connected networks on graphs
Joan Bruna, Wojciech Zaremba, Arthur Szlam, and Yann Lecun · 2014
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Knowledge graph embedding by translating on hyperplanes
Zhen Wang, Jianwen Zhang, Jianlin Feng, and Zheng Chen · 2014
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Modeling relation paths for representation learning of knowledge bases
Yankai Lin, Zhiyuan Liu, Huanbo Luan, Maosong Sun, Siwei Rao, and Song Liu · 2015
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Rupesh Kumar Srivastava, Klaus Greff, and Jürgen Schmidhuber · 2015
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Diffusion-convolutional neural networks
James Atwood and Don Towsley · 2016
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Convolutional neural networks on graphs with fast localized spectral filtering
Michaël Defferrard, Xavier Bresson, and Pierre Vandergheynst · 2016
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A joint embedding method for entity alignment of knowledge bases
Yanchao Hao, Yuanzhe Zhang, Shizhu He, Kang Liu, and Jian Zhao · 2016
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Text classification with heterogeneous information network kernels
Chenguang Wang, Yangqiu Song, Haoran Li, Ming Zhang, and Jiawei Han · 2016
Cited alongside, same era.
Collaborative knowledge base embedding for recommender systems
Fuzheng Zhang, Nicholas Jing Yuan, Defu Lian, Xing Xie, and Wei-Ying Ma · 2016
Cited alongside, same era.
Graph convolutional encoders for syntax-aware neural machine translation
Joost Bastings, Ivan Titov, Wilker Aziz, Diego Marcheggiani, and Khalil Simaan · 2017
Cited alongside, same era.
Multilingual knowledge graph embeddings for cross-lingual knowledge alignment
Muhao Chen, Yingtao Tian, Mohan Yang, and Carlo Zaniolo · 2017
Cited alongside, same era.
Inductive representation learning on large graphs
William L. Hamilton, Rex Ying, and Jure Leskovec · 2017
Cited alongside, same era.
Semi-supervised classification with graph convolutional networks
Co-training embeddings of knowledge graphs and entity descriptions for cross-lingual entity alignment
Muhao Chen, Yingtao Tian, Kai-Wei Chang, Steven Skiena, and Carlo Zaniolo · 2018
Later among the works it cites.
Non-translational alignment for multi-relational networks
Shengnan Li, Xin Li, Rui Ye, Mingzhong Wang, Haiping Su, and Yingzi Ou · 2018
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A structural representation learning for multi-relational networks
Xin Li, Huiting Hong, Lin Liu, and William K Cheung · 2018
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Dual-primal graph convolutional networks
Federico Monti, Oleksandr Shchur, Aleksandar Bojchevski, Or Litany, Stephan Günnemann, and Michael M Bronstein · 2018
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Semi-supervised user geolocation via graph convolutional networks
Afshin Rahimi, Trevor Cohn, and Timothy Baldwin · 2018
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Thomas N. Kipf and Max Welling · 2017
Cited alongside, same era.
Encoding sentences with graph convolutional networks for semantic role labeling
Diego Marcheggiani and Ivan Titov · 2017
Cited alongside, same era.
Cross-lingual entity alignment via joint attribute-preserving embedding
Zequn Sun, Wei Hu, and Chengkai Li · 2017
Cited alongside, same era.
Multi-source knowledge bases entity alignment by leveraging semantic tags
Xuepeng Wang, Kang Liu, Shizhu He, Shulin Liu, Yuanzhe Zhang, and Jun Zhao · 2017
Cited alongside, same era.
Iterative entity alignment via joint knowledge embeddings
Hao Zhu, Ruobing Xie, Zhiyuan Liu, and Maosong Sun · 2017
Cited alongside, same era.
Modeling relational data with graph convolutional networks
Michael Schlichtkrull, Thomas N Kipf, Peter Bloem, Rianne Van Den Berg, Ivan Titov, and Max Welling · 2018
Later among the works it cites.
Bootstrapping entity alignment with knowledge graph embedding
Zequn Sun, Wei Hu, Qingheng Zhang, and Yuzhong Qu · 2018
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Graph Attention Networks
Petar Veličković, Guillem Cucurull, Arantxa Casanova, Adriana Romero, Pietro Liò, and Yoshua Bengio · 2018
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Cross-lingual knowledge graph alignment via graph convolutional networks
Zhichun Wang, Qingsong Lv, Xiaohan Lan, and Yu Zhang · 2018
Later among the works it cites.
Variational reasoning for question answering with knowledge graph
Yuyu Zhang, Hanjun Dai, Zornitsa Kozareva, Alexander J Smola, and Le Song · 2018
Later among the works it cites.