Search Machine Learning Repository:
All publications by Ronan Collobert
authors venues years



Phrase-based Image Captioning
Remi Lebret, Pedro Pinheiro and Ronan Collobert
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Learning to Segment Object Candidates
Pedro O. Pinheiro, Ronan Collobert and Piotr Dollar
Advances in Neural Information Processing Systems 28, 2015


Recurrent Convolutional Neural Networks for Scene Labeling
Pedro Pinheiro and Ronan Collobert
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Deep Learning for Efficient Discriminative Parsing
Ronan Collobert
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS-11), 2011


Towards Understanding Situated Natural Language
Antoine Bordes, Nicolas Usunier, Ronan Collobert and Jason Weston
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Half Transductive Ranking
Bing Bai, Jason Weston, David Grangier, Ronan Collobert, Corinna Cortes and Mehryar Mohri
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Deep learning from temporal coherence in video
Hossein Mobahi, Ronan Collobert and Jason Weston
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Curriculum learning
Yoshua Bengio, Jérôme Louradour, Ronan Collobert and Jason Weston
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Polynomial Semantic Indexing
Bing Bai, Jason Weston, David Grangier, Ronan Collobert, Kunihiko Sadamasa, Yanjun Qi, Corinna Cortes and Mehryar Mohri
Advances in Neural Information Processing Systems 22, 2009


Deep learning via semi-supervised embedding
Jason Weston, Frédéric Ratle and Ronan Collobert
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Large scale manifold transduction
Michael Karlen, Jason Weston, Ayse Erkan and Ronan Collobert
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


A unified architecture for natural language processing: deep neural networks with multitask learning
Ronan Collobert and Jason Weston
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Inference with the Universum
Jason Weston, Ronan Collobert, Fabian H. Sinz, Léon Bottou and Vladimir Vapnik
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Trading convexity for scalability
Ronan Collobert, Fabian H. Sinz, Jason Weston and Léon Bottou
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Large Scale Transductive SVMs
Ronan Collobert, Fabian H. Sinz, Jason Weston and Léon Bottou
Journal of Machine Learning Research, 2006


Links between perceptrons, MLPs and SVMs
Ronan Collobert and Samy Bengio
Proceedings of the 21st International Conference on Machine Learning (ICML-04), 2004


A Parallel Mixture of SVMs for Very Large Scale Problems
Ronan Collobert, Samy Bengio and Yoshua Bengio
Advances in Neural Information Processing Systems 14, 2001


SVMTorch: Support Vector Machines for Large-Scale Regression Problems
Ronan Collobert and Samy Bengio
Journal of Machine Learning Research, 2001