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Node Attribute Completion in Knowledge Graphs with Multi-Relational Propagation

Nov 10, 2020
Eda Bayram, Alberto Garcia-Duran, Robert West

* 7 pages 

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MMKG: Multi-Modal Knowledge Graphs

Mar 13, 2019
Ye Liu, Hui Li, Alberto Garcia-Duran, Mathias Niepert, Daniel Onoro-Rubio, David S. Rosenblum

* ESWC 2019 

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Learning Representations of Missing Data for Predicting Patient Outcomes

Nov 12, 2018
Brandon Malone, Alberto Garcia-Duran, Mathias Niepert


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On embeddings as an alternative paradigm for relational learning

Jul 02, 2018
Sebastijan Dumancic, Alberto Garcia-Duran, Mathias Niepert

* StarAI workshop @ IJCAI 2018 

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KBLRN : End-to-End Learning of Knowledge Base Representations with Latent, Relational, and Numerical Features

Jun 11, 2018
Alberto Garcia-Duran, Mathias Niepert

* UAI 2018 

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Towards a Spectrum of Graph Convolutional Networks

May 04, 2018
Mathias Niepert, Alberto Garcia-Duran


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TransRev: Modeling Reviews as Translations from Users to Items

Apr 18, 2018
Alberto Garcia-Duran, Roberto Gonzalez, Daniel Onoro-Rubio, Mathias Niepert, Hui Li


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Learning Graph Representations with Embedding Propagation

Oct 09, 2017
Alberto Garcia-Duran, Mathias Niepert


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Net2Vec: Deep Learning for the Network

May 10, 2017
Roberto Gonzalez, Filipe Manco, Alberto Garcia-Duran, Jose Mendes, Felipe Huici, Saverio Niccolini, Mathias Niepert


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Combining Two And Three-Way Embeddings Models for Link Prediction in Knowledge Bases

Jun 02, 2015
Alberto Garcia-Duran, Antoine Bordes, Nicolas Usunier, Yves Grandvalet

* 26 pages 

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Irreflexive and Hierarchical Relations as Translations

Apr 26, 2013
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko

* Submitted at the ICML 2013 workshop "Structured Learning: Inferring Graphs from Structured and Unstructured Inputs" 

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