UMR CNRS 7253

Antoine Bordes
Antoine Bordes
Antoine Bordes
Antoine Bordes
Antoine Bordes

Site Tools

Français

User Tools


en:publis

Below are listed my peer-reviewed papers (titles in bold) and some tech reports and workshop talks.
See also my profile on Google Scholar.

2014

Question Answering with Subgraph Embeddings (2014).
Antoine Bordes, Jason Weston and Sumit Chopra. To appear in Proceedings of EMNLP 2014, Doha, Qatar. Oct. 14.

Open Question Answering with Weakly Supervised Embedding Models (2014).
Antoine Bordes, Jason Weston and Nicolas Usunier. To appear in Proceedings of ECML PKDD 2014, Nancy, France. Sep. 14.
(arxiv)

Effective Blending of Two and Three-way Interactions for Modeling Multi-relational Data (2014).
Alberto Garcia-Duran, Antoine Bordes and Nicolas Usunier. To appear in Proceedings of ECML PKDD 2014, Nancy, France. Sep. 14.

Extracting Biomedical Events from Pairs of Text Entities (2014).
Xiao Liu, Antoine Bordes and Yves Grandvalet. To appear in BMC Bioinformatics special issue on BioNLP Shared Task 2013, 2014.

Fast Recursive Multi-class Classification of Pairs of Text Entities for Biomedical Event Extraction (2014).
Xiao Liu, Antoine Bordes and Yves Grandvalet. In Proceedings the 14th Conference of the European Chapter of the Association for Computational Linguistics (EACL), Gothenburg, Sweden, April 2014.
(pdf)

2013

Translating Embeddings for Modeling Multi-relational Data (2013).
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston and Oksana Yakhnenko. In Proceedings of Neural Information Processing Systems (NIPS 26), Lake Taho, NV, USA. Dec. 2013.
(pdf) (code+data)

Connecting Language and Knowledge Bases with Embedding Models for Relation Extraction (2013).
Jason Weston, Antoine Bordes, Oksana Yakhnenko and Nicolas Usunier. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), Seattle, USA. October 2013.
(pdf)

Biomedical Event Extraction by Multi-class Classification of Pairs of Text Entities (2013).
Xiao Liu, Antoine Bordes and Yves Grandvalet. in Proceedings of BioNLP Shared Task 2013 Workshop, ACL publishing, Sofia, Bulgaria. August 2013.
(pdf) (workshop)

Introduction to the Special Issue on Learning Semantics (2013).
Antoine Bordes, Léon Bottou, Ronan Collobert, Dan Roth, Jason Weston, and Luke Zettlemoyer. in Machine Learning. Springer, DOI: 10.1007/s10994-013-5381-4, June 2013.
(MLj)

A Semantic Matching Energy Function for Learning with Multi-relational Data (2013).
Antoine Bordes, Xavier Glorot, Jason Weston, and Yoshua Bengio. in Machine Learning. Springer, DOI: 10.1007/s10994-013-5363-6, May 2013.
(MLj) (code+data)

Learning Semantic Representations Of Objects And Their Parts (2013).
Grégoire Mesnil, Antoine Bordes, Jason Weston, Gal Chechik and Yoshua Bengio. in Machine Learning. Springer, DOI: 10.1007/s10994-013-5336-9, April 2013.
(MLj)

Unsupervised and Transfer Learning under Uncertainty: from Object Detections to Scene Categorization (2013).
Grégoire Mesnil, Salah Rifai, Antoine Bordes, Xavier Glorot, Yoshua Bengio and Pascal Vincent. in Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods (ICPRAM), Barcelona, Spain, Feb. 2013.

Irreflexive and Hierarchical Relations as Translations (2013).
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston and Oksana Yakhnenko. at the ICML*2013 Workshop on Structured Learning: Inferring Graphs from Structured and Unstructured Inputs (poster), Atlanta, USA, June 2013.
(arxiv) (workshop)

A Semantic Matching Energy Function for Learning with Multi-relational Data (2013).
Xavier Glorot, Antoine Bordes, Jason Weston and Yoshua Bengio. at 1st International Conference on Learning Representations (ICLR) (poster), Scottsdale, USA, May 2013.
(openreview) (code+data)

2012

A Latent Factor Model for Highly Multi-relational Data (2012).
Rodolphe Jenatton, Nicolas Le Roux, Antoine Bordes and Guillaume Obozinski. in Proceedings of Neural Information Processing Systems (NIPS 25), Lake Taho, NV, USA. Dec. 2012.
(paper) (code+data)

Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing (2012).
Antoine Bordes, Xavier Glorot, Jason Weston and Yoshua Bengio. in Proceedings of the 15th International Conference on Artificial Intelligence and Statistics (AISTATS), La Palma, Spain, Apr. 2012.
(paper) (jmlr)(code+data)

2011

Learning Structured Embeddings of Knowledge Bases (2011).
Antoine Bordes, Jason Weston, Ronan Collobert and Yoshua Bengio. in Proceedings of the 25th Conference on Artificial Intelligence (AAAI), AAAI Press.
(paper) Warning! The experiments of the paper contain mistakes, an erratum is available there: (erratum).

Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach (2011).
Xavier Glorot, Antoine Bordes and Yoshua Bengio. in Proceedings of the 28th International Conference on Machine Learning (ICML), Omnipress.
(paper)

Deep Sparse Rectifier Networks (2011).
Xavier Glorot, Antoine Bordes and Yoshua Bengio. in Proceedings of the 14th International Conference on Artificial Intelligence and Statistics (AISTATS), Volume 15 of JMLR: W&CP 15.
(paper) (jmlr)

Exploiting Context-based Information for Scene Categorization (2011).
Grégoire Mesnil, Salah Rifai, Xavier Glorot, Antoine Bordes, Pascal Vincent and Yoshua Bengio. at NIPS*2011 Workshop on Learning Semantics (poster), Sierra Nevada, Spain, Dec. 2011.

Towards Open-Text Semantic Parsing via Multi-Task Learning of Structured Embeddings (2011).
Antoine Bordes, Xavier Glorot, Jason Weston and Yoshua Bengio. in arXiv:1107.3663v1, July 2011.
(paper) (arxiv)

Learning Structured Embeddings of Knowledge Bases (2011).
Antoine Bordes, Jason Weston, Ronan Collobert and Yoshua Bengio. at The Learning Workshop (oral), Ft Lauderdale, USA, April 13-16, 2011.
(slides)

2010

Erratum: SGD-QN is not as Careful as Expected (2010).
Antoine Bordes, Léon Bottou, Patrick Gallinari, Jonathan Chang and S. Alex Smith. in Journal of Machine Learning Research, 11:2229-2240.
(paper) (jmlr)

Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences (2010).
Antoine Bordes, Nicolas Usunier and Jason Weston. in Proceedings of the 27th International Conference on Machine Learning (ICML).
(paper) (extended version)

Towards Understanding Situated Natural Language (2010).
Antoine Bordes, Nicolas Usunier, Ronan Collobert and Jason Weston. in Proceedings of the 13th International Conference on Artificial Intelligence and Statistics (AISTATS), Volume 9 of JMLR: W&CP 9, pp. 65-72.
(paper) (jmlr) (data)

Guarantees for Approximate Incremental SVMs (2010).
Nicolas Usunier, Antoine Bordes and Léon Bottou. in Proceedings of the 13th International Conference on Artificial Intelligence and Statistics (AISTATS), Volume 9 of JMLR: W&CP 9, pp. 884-891.
(paper) (jmlr)

A Comparison of Discriminative Classifiers for Web News Content Extraction (2010).
Alex Spengler, Antoine Bordes and Patrick Gallinari. in Proceedings of RIAO 2010, 9th ACM Int. Conf. on Adaptivity, Personalization and Fusion of Heterogeneous Information.
(paper)

New Algorithms for Large-Scale Support Vector Machines (2010).
Antoine Bordes. PhD Thesis. Université Pierre et Marie Curie. February 2010.
(thesis) (slides)

Deep Sparse Rectifier Networks (2010).
Xavier Glorot, Antoine Bordes and Yoshua Bengio. at NIPS*2010 Workshop on Deep Learning and Unsupervised Feature Learning (poster), Whistler, Canada, Dec. 2010.
(paper)

2009

SGD-QN: Careful Quasi-Newton Stochastic Gradient Descent (2009).
Antoine Bordes, Léon Bottou and Patrick Gallinari. in Journal of Machine Learning Research, 10:1737-1754.
(paper) (code) (jmlr)

Learning to Disambiguate Natural Language Using World Knowledge (2009).
Antoine Bordes, Nicolas Usunier, Jason Weston and Ronan Collobert. at NIPS*2009 Workshop on Grammar Induction, Representation of Language and Language Learning (oral), Whistler, Canada, Dec. 2009.
(slides) (workshop)

Towards Understanding Situated Text: Concept Labeling & Extensions (2009).
Antoine Bordes, Nicolas Usunier, Ronan Collobert and Jason Weston. at The Learning Workshop (oral), Clearwater, USA, April 13-16, 2009.
(slides)

2008

Sequence Labelling with SVMs Trained in One Pass (2008).
Antoine Bordes, Nicolas Usunier and Léon Bottou. in ECML PKDD 2008, Part I, LNAI 5211, pp. 146-161. W. Daelemans et al. (Eds.)
(paper) (code)

Apprendre à Traiter de Grandes Masses de Données à Sorties Structurées (2008).
Antoine Bordes. at Doctoriales DGA-X (poster), Fréjus, France, september 21-27, 2008.

SGD-QN, LaRank: Fast Optimizers for Linear SVMs (2008).
Antoine Bordes and Léon Bottou. at ICML*2008 Workshop for PASCAL Large Scale Learning Challenge (oral), Helsinki, Finland, July 9, 2008.
(slides) (workshop)

Learning To Label Sequences in One Pass (2008).
Antoine Bordes, Nicolas Usunier and Léon Bottou. at The Learning Workshop (poster), Snowbird, USA, April 1-4, 2008.

2007

Solving MultiClass Support Vector Machines with LaRank (2007).
Antoine Bordes, Léon Bottou, Patrick Gallinari and Jason Weston. in Proceedings of the 24th International Conference on Machine Learning (ICML). OmniPress, Corvallis, Oregon.
(paper) (code) (icml_awards)

Large-Scale Sequence Labelling (2007).
Antoine Bordes and Léon Bottou. at NIPS*2007 Workshop on Efficient Machine Learning (oral), Whistler, Canada, December 7-8, 2007.

2006

Sub-millisecond in situ Measurement of the Photorefractive Response in a Self Adaptive Wavefront Holography Setup Developped for Acousto-optic Imaging (2006).
M. Lesaffre, F. Jean, A. Bordes, F. Ramaz, E. Bossy, A. C. Boccara, M. Gross, P. Delaye, and G. Roosen. in Proceedings of the 7th Conference on Biomedical Thermoacoustics, Optoacoustics, and Acousto-optics (SPIE06). Edited by A. A. Oraevsky, L. V. Wang, February 2006.

2005

Fast Kernel Classifiers with Online and Active Learning (2005).
Antoine Bordes, Seyda Ertekin, Jason Weston and Léon Bottou. in Journal of Machine Learning Research, 6:1579-1619.
(paper) (code) (jmlr)

The Huller: a Simple and Efficient Online SVM (2005).
Antoine Bordes, Léon Bottou. in Machine Learning: ECML 2005,505-512. Springer Verlag.
(paper)

Online (and Offline) on an Even Tighter Budget (2005).
Jason Weston, Antoine Bordes and Léon Bottou. in Proceedings of the 10th International Conference on Artificial Intelligence and Statistics (AISTATS), 413-420, Edited by R. G. Cowell and Z. Ghahramani, Society for Artificial Intelligence and Statistics, 2005.
(paper)