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Interpretation of Natural Language Rules in Conversational Machine Reading

Aug 28, 2018
Marzieh Saeidi, Max Bartolo, Patrick Lewis, Sameer Singh, Tim Rocktäschel, Mike Sheldon, Guillaume Bouchard, Sebastian Riedel

* EMNLP 2018 

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Knowledge Graph Completion via Complex Tensor Factorization

Nov 26, 2017
Théo Trouillon, Christopher R. Dance, Johannes Welbl, Sebastian Riedel, Éric Gaussier, Guillaume Bouchard

* 38 pages, accepted in JMLR. This is an extended version of the article "Complex embeddings for simple link prediction" (ICML 2016) 

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On Inductive Abilities of Latent Factor Models for Relational Learning

Sep 17, 2017
Théo Trouillon, Éric Gaussier, Christopher R. Dance, Guillaume Bouchard

* 30+3 pages, submitted to the Journal of Artificial Intelligence Research 

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SentiHood: Targeted Aspect Based Sentiment Analysis Dataset for Urban Neighbourhoods

Oct 12, 2016
Marzieh Saeidi, Guillaume Bouchard, Maria Liakata, Sebastian Riedel

* Accepted at COLING 2016 

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Complex Embeddings for Simple Link Prediction

Jun 20, 2016
Théo Trouillon, Johannes Welbl, Sebastian Riedel, Éric Gaussier, Guillaume Bouchard

* 10+2 pages, accepted at ICML 2016 

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A Factorization Machine Framework for Testing Bigram Embeddings in Knowledgebase Completion

Apr 20, 2016
Johannes Welbl, Guillaume Bouchard, Sebastian Riedel

* accepted for AKBC 2016 workshop, 6pages 

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Online Learning to Sample

Mar 15, 2016
Guillaume Bouchard, Théo Trouillon, Julien Perez, Adrien Gaidon

* Update: removed convergence theorem and proof as there is an error. Submitted to UAI 2016 

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Approximate Inference with the Variational Holder Bound

Jun 19, 2015
Guillaume Bouchard, Balaji Lakshminarayanan


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Overlapping Trace Norms in Multi-View Learning

Apr 27, 2014
Behrouz Behmardi, Cedric Archambeau, Guillaume Bouchard


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Group-sparse Embeddings in Collective Matrix Factorization

Feb 18, 2014
Arto Klami, Guillaume Bouchard, Abhishek Tripathi

* 9+2 pages, submitted for International Conference on Learning Representations 2014. This version fixes minor typographic mistakes, has one new paragraph on computational efficiency, and describes the algorithm in more detail in the Supplementary material 

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The OS* Algorithm: a Joint Approach to Exact Optimization and Sampling

Jul 03, 2012
Marc Dymetman, Guillaume Bouchard, Simon Carter

* 21 pages 

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