Search Machine Learning Repository:
All publications by Samy Bengio
authors venues years



Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks
Samy Bengio, Oriol Vinyals, Navdeep Jaitly and Noam Shazeer
Advances in Neural Information Processing Systems 28, 2015


DeViSE: A Deep Visual-Semantic Embedding Model
Andrea Frome, Greg S. Corrado, Jon Shlens, Samy Bengio, Jeff Dean, Marc'aurelio Ranzato and Tomas Mikolov
Advances in Neural Information Processing Systems 26, 2013


Label Embedding Trees for Large Multi-Class Tasks
Samy Bengio, Jason Weston and David Grangier
Advances in Neural Information Processing Systems 23, 2010


Group Sparse Coding
Samy Bengio, Fernando Pereira, Yoram Singer and Dennis Strelow
Advances in Neural Information Processing Systems 22, 2009


An Online Algorithm for Large Scale Image Similarity Learning
Gal Chechik, Uri Shalit, Varun Sharma and Samy Bengio
Advances in Neural Information Processing Systems 22, 2009


The Difficulty of Training Deep Architectures and the Effect of Unsupervised Pre-Training
Dumitru Erhan, Pierre-antoine Manzagol, Yoshua Bengio, Samy Bengio and Pascal Vincent
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS-09), 2009


A distance model for rhythms
Jean-françcois Paiement, Yves Grandvalet, Samy Bengio and Douglas Eck
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


The Need for Open Source Software in Machine Learning
Sören Sonnenburg, Mikio L. Braun, Cheng S. Ong, Samy Bengio, Léon Bottou, Geoffrey Holmes, Yann Lecun, Klaus-robert Müller, Fernando Pereira, Carl E. Rasmussen, Gunnar Rätsch, Bernhard Schölkopf, Pascal Vincent, Jason Weston, Robert C. Williamson and Alex J. Smola
Journal of Machine Learning Research, 2007


A graphical model for chord progressions embedded in a psychoacoustic space
Jean-françcois Paiement, Douglas Eck, Samy Bengio and David Barber
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Benchmarking Non-Parametric Statistical Tests
Mikaela Keller, Samy Bengio and Siew Y. Wong
Advances in Neural Information Processing Systems 18, 2005


Learning Influence among Interacting Markov Chains
Dong Zhang, Daniel Gatica-perez, Samy Bengio and Deb Roy
Advances in Neural Information Processing Systems 18, 2005


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


An Asynchronous Hidden Markov Model for Audio-Visual Speech Recognition
Samy Bengio
Advances in Neural Information Processing Systems 15, 2002


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