Samy Bengio

According to our database, Samy Bengio authored at least 232 papers between 1987 and 2024.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2024

Visual Scratchpads: Enabling Global Reasoning in Vision.

Aryo Lotfi, Enrico Fini, Samy Bengio, Moin Nabi, Emmanuel Abbe

CoRR, 2024

GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

Seyed-Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, Mehrdad Farajtabar

CoRR, 2024

How Far Can Transformers Reason? The Locality Barrier and Inductive Scratchpad.

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi

CoRR, 2024

What Algorithms can Transformers Learn? A Study in Length Generalization.

Hattie Zhou, Arwen Bradley, Etai Littwin, Noam Razin, Omid Saremi, Joshua M. Susskind, Samy Bengio, Preetum Nakkiran

Proceedings of the Twelfth International Conference on Learning Representations, 2024

When can transformers reason with abstract symbols?

Enric Boix-Adserà, Omid Saremi, Emmanuel Abbe, Samy Bengio, Etai Littwin, Joshua M. Susskind

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Adaptivity and Modularity for Efficient Generalization Over Task Complexity.

Samira Abnar, Omid Saremi, Laurent Dinh, Shantel Wilson, Miguel Ángel Bautista, Chen Huang, Vimal Thilak, Etai Littwin, Jiatao Gu, Josh M. Susskind, Samy Bengio

CoRR, 2023

Boolformer: Symbolic Regression of Logic Functions with Transformers.

Stéphane d'Ascoli, Samy Bengio, Josh M. Susskind, Emmanuel Abbe

CoRR, 2023

Transformers learn through gradual rank increase.

Emmanuel Abbe, Samy Bengio, Enric Boix-Adserà, Etai Littwin, Joshua M. Susskind

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Generalization on the Unseen, Logic Reasoning and Degree Curriculum.

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk

Proceedings of the International Conference on Machine Learning, 2023

Continuous pseudo-labeling from the start.

Dan Berrebbi, Ronan Collobert, Samy Bengio, Navdeep Jaitly, Tatiana Likhomanenko

Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022

Are All Layers Created Equal?

Chiyuan Zhang, Samy Bengio, Yoram Singer

J. Mach. Learn. Res., 2022

Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures.

Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon M. Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Continuous Soft Pseudo-Labeling in ASR.

Tatiana Likhomanenko, Ronan Collobert, Navdeep Jaitly, Samy Bengio

Proceedings of the Proceedings on "I Can't Believe It's Not Better!, 2022

2021

Pointer Value Retrieval: A new benchmark for understanding the limits of neural network generalization.

Chiyuan Zhang, Maithra Raghu, Jon M. Kleinberg, Samy Bengio

CoRR, 2021

Training cascaded networks for speeded decisions using a temporal-difference loss.

Michael L. Iuzzolino, Michael C. Mozer, Samy Bengio

CoRR, 2021

Understanding deep learning (still) requires rethinking generalization.

Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals

Commun. ACM, 2021

Learnable Fourier Features for Multi-dimensional Spatial Positional Encoding.

Yang Li, Si Si, Gang Li, Cho-Jui Hsieh, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Improving Anytime Prediction with Parallel Cascaded Networks and a Temporal-Difference Loss.

Michael L. Iuzzolino, Michael C. Mozer, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020

NeurIPS 2020 Competition: Predicting Generalization in Deep Learning.

Yiding Jiang, Pierre Foret, Scott Yak, Daniel M. Roy, Hossein Mobahi, Gintare Karolina Dziugaite, Samy Bengio, Suriya Gunasekar, Isabelle Guyon, Behnam Neyshabur

CoRR, 2020

Data Augmentation via Structured Adversarial Perturbations.

Calvin Luo, Hossein Mobahi, Samy Bengio

CoRR, 2020

Characterising Bias in Compressed Models.

Sara Hooker, Nyalleng Moorosi, Gregory Clark, Samy Bengio, Emily Denton

CoRR, 2020

Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders.

Yang Li, Julien Amelot, Xin Zhou, Samy Bengio, Si Si

CoRR, 2020

Methods and Analysis of The First Competition in Predicting Generalization of Deep Learning.

Yiding Jiang, Parth Natekar, Manik Sharma, Sumukh K. Aithal, Dhruva Kashyap, Natarajan Subramanyam, Carlos Lassance, Daniel M. Roy, Gintare Karolina Dziugaite, Suriya Gunasekar, Isabelle Guyon, Pierre Foret, Scott Yak, Hossein Mobahi, Behnam Neyshabur, Samy Bengio

Proceedings of the NeurIPS 2020 Competition and Demonstration Track, 2020

Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards.

Yijie Guo, Jongwook Choi, Marcin Moczulski, Shengyu Feng, Samy Bengio, Mohammad Norouzi, Honglak Lee

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Identity Crisis: Memorization and Generalization Under Extreme Overparameterization.

Chiyuan Zhang, Samy Bengio, Moritz Hardt, Michael C. Mozer, Yoram Singer

Proceedings of the 8th International Conference on Learning Representations, 2020

Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML.

Aniruddh Raghu, Maithra Raghu, Samy Bengio, Oriol Vinyals

Proceedings of the 8th International Conference on Learning Representations, 2020

Fantastic Generalization Measures and Where to Find Them.

Yiding Jiang, Behnam Neyshabur, Hossein Mobahi, Dilip Krishnan, Samy Bengio

Proceedings of the 8th International Conference on Learning Representations, 2020

2019

Unsupervised Speech Representation Learning Using WaveNet Autoencoders.

Jan Chorowski, Ron J. Weiss, Samy Bengio, Aäron van den Oord

IEEE ACM Trans. Audio Speech Lang. Process., 2019

Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy.

Yijie Guo, Jongwook Choi, Marcin Moczulski, Samy Bengio, Mohammad Norouzi, Honglak Lee

CoRR, 2019

Parallel Scheduled Sampling.

Daniel Duckworth, Arvind Neelakantan, Ben Goodrich, Lukasz Kaiser, Samy Bengio

CoRR, 2019

A Closed-Form Learned Pooling for Deep Classification Networks.

Vighnesh Birodkar, Hossein Mobahi, Dilip Krishnan, Samy Bengio

CoRR, 2019

Do Neural Networks Show Gestalt Phenomena? An Exploration of the Law of Closure.

Been Kim, Emily Reif, Martin Wattenberg, Samy Bengio

CoRR, 2019

Transfusion: Understanding Transfer Learning with Applications to Medical Imaging.

Maithra Raghu, Chiyuan Zhang, Jon M. Kleinberg, Samy Bengio

CoRR, 2019

Identity Crisis: Memorization and Generalization under Extreme Overparameterization.

Chiyuan Zhang, Samy Bengio, Moritz Hardt, Yoram Singer

CoRR, 2019

Semantic Redundancies in Image-Classification Datasets: The 10% You Don't Need.

Vighnesh Birodkar, Hossein Mobahi, Samy Bengio

CoRR, 2019

Transfusion: Understanding Transfer Learning for Medical Imaging.

Maithra Raghu, Chiyuan Zhang, Jon M. Kleinberg, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks.

Wei-Lin Chiang, Xuanqing Liu, Si Si, Yang Li, Samy Bengio, Cho-Jui Hsieh

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Area Attention.

Yang Li, Lukasz Kaiser, Samy Bengio, Si Si

Proceedings of the 36th International Conference on Machine Learning, 2019

Predicting the Generalization Gap in Deep Networks with Margin Distributions.

Yiding Jiang, Dilip Krishnan, Hossein Mobahi, Samy Bengio

Proceedings of the 7th International Conference on Learning Representations, 2019

You Look Twice: GaterNet for Dynamic Filter Selection in CNNs.

Zhourong Chen, Yang Li, Samy Bengio, Si Si

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018

Extreme Classification (Dagstuhl Seminar 18291).

Samy Bengio, Krzysztof Dembczynski, Thorsten Joachims, Marius Kloft, Manik Varma

Dagstuhl Reports, 2018

GaterNet: Dynamic Filter Selection in Convolutional Neural Network via a Dedicated Global Gating Network.

Zhourong Chen, Yang Li, Samy Bengio, Si Si

CoRR, 2018

A Study on Overfitting in Deep Reinforcement Learning.

Chiyuan Zhang, Oriol Vinyals, Rémi Munos, Samy Bengio

CoRR, 2018

Adversarial Attacks and Defences Competition.

Alexey Kurakin, Ian J. Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan L. Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe

CoRR, 2018

Discrete Autoencoders for Sequence Models.

Lukasz Kaiser, Samy Bengio

CoRR, 2018

Insights on representational similarity in neural networks with canonical correlation.

Ari S. Morcos, Maithra Raghu, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Content preserving text generation with attribute controls.

Lajanugen Logeswaran, Honglak Lee, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Large Margin Deep Networks for Classification.

Gamaleldin F. Elsayed, Dilip Krishnan, Hossein Mobahi, Kevin Regan, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Fast Decoding in Sequence Models Using Discrete Latent Variables.

Lukasz Kaiser, Samy Bengio, Aurko Roy, Ashish Vaswani, Niki Parmar, Jakob Uszkoreit, Noam Shazeer

Proceedings of the 35th International Conference on Machine Learning, 2018

Time-Dependent Representation for Neural Event Sequence Prediction.

Yang Li, Nan Du, Samy Bengio

Proceedings of the 6th International Conference on Learning Representations, 2018

On Using Backpropagation for Speech Texture Generation and Voice Conversion.

Jan Chorowski, Ron J. Weiss, Rif A. Saurous, Samy Bengio

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Predicting Human Performance in Vertical Menu Selection Using Deep Learning.

Yang Li, Samy Bengio, Gilles Bailly

Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, 2018

Tensor2Tensor for Neural Machine Translation.

Ashish Vaswani, Samy Bengio, Eugene Brevdo, François Chollet, Aidan N. Gomez, Stephan Gouws, Llion Jones, Lukasz Kaiser, Nal Kalchbrenner, Niki Parmar, Ryan Sepassi, Noam Shazeer, Jakob Uszkoreit

Proceedings of the 13th Conference of the Association for Machine Translation in the Americas, 2018

Perspectives on predictive power of multimodal deep learning: surprises and future directions.

Samy Bengio, Li Deng, Louis-Philippe Morency, Björn W. Schuller

Proceedings of the Handbook of Multimodal-Multisensor Interfaces: Foundations, User Modeling, and Common Modality Combinations, 2018

2017

Show and Tell: Lessons Learned from the 2015 MSCOCO Image Captioning Challenge.

Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan

IEEE Trans. Pattern Anal. Mach. Intell., 2017

Tacotron: A Fully End-to-End Text-To-Speech Synthesis Model.

Yuxuan Wang, R. J. Skerry-Ryan, Daisy Stanton, Yonghui Wu, Ron J. Weiss, Navdeep Jaitly, Zongheng Yang, Ying Xiao, Zhifeng Chen, Samy Bengio, Quoc V. Le, Yannis Agiomyrgiannakis, Rob Clark, Rif A. Saurous

CoRR, 2017

N-gram Language Modeling using Recurrent Neural Network Estimation.

Ciprian Chelba, Mohammad Norouzi, Samy Bengio

CoRR, 2017

Tacotron: Towards End-to-End Speech Synthesis.

Yuxuan Wang, R. J. Skerry-Ryan, Daisy Stanton, Yonghui Wu, Ron J. Weiss, Navdeep Jaitly, Zongheng Yang, Ying Xiao, Zhifeng Chen, Samy Bengio, Quoc V. Le, Yannis Agiomyrgiannakis, Rob Clark, Rif A. Saurous

Proceedings of the 18th Annual Conference of the International Speech Communication Association, 2017

Device Placement Optimization with Reinforcement Learning.

Azalia Mirhoseini, Hieu Pham, Quoc V. Le, Benoit Steiner, Rasmus Larsen, Yuefeng Zhou, Naveen Kumar, Mohammad Norouzi, Samy Bengio, Jeff Dean

Proceedings of the 34th International Conference on Machine Learning, 2017

Sharp Minima Can Generalize For Deep Nets.

Laurent Dinh, Razvan Pascanu, Samy Bengio, Yoshua Bengio

Proceedings of the 34th International Conference on Machine Learning, 2017

Understanding deep learning requires rethinking generalization.

Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals

Proceedings of the 5th International Conference on Learning Representations, 2017

Adversarial examples in the physical world.

Alexey Kurakin, Ian J. Goodfellow, Samy Bengio

Proceedings of the 5th International Conference on Learning Representations, 2017

Adversarial Machine Learning at Scale.

Alexey Kurakin, Ian J. Goodfellow, Samy Bengio

Proceedings of the 5th International Conference on Learning Representations, 2017

Learning to Remember Rare Events.

Lukasz Kaiser, Ofir Nachum, Aurko Roy, Samy Bengio

Proceedings of the 5th International Conference on Learning Representations, 2017

Density estimation using Real NVP.

Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio

Proceedings of the 5th International Conference on Learning Representations, 2017

Neural Combinatorial Optimization with Reinforcement Learning.

Irwan Bello, Hieu Pham, Quoc V. Le, Mohammad Norouzi, Samy Bengio

Proceedings of the 5th International Conference on Learning Representations, 2017

Context-Aware Captions from Context-Agnostic Supervision.

Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2016

LLORMA: Local Low-Rank Matrix Approximation.

Joonseok Lee, Seungyeon Kim, Guy Lebanon, Yoram Singer, Samy Bengio

J. Mach. Learn. Res., 2016

Order Matters: Sequence to sequence for sets.

Oriol Vinyals, Samy Bengio, Manjunath Kudlur

Proceedings of the 4th International Conference on Learning Representations, 2016

Revisiting Distributed Synchronous SGD.

Jianmin Chen, Rajat Monga, Samy Bengio, Rafal Józefowicz

CoRR, 2016

Reward Augmented Maximum Likelihood for Neural Structured Prediction.

Mohammad Norouzi, Samy Bengio, Zhifeng Chen, Navdeep Jaitly, Mike Schuster, Yonghui Wu, Dale Schuurmans

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Can Active Memory Replace Attention?

Lukasz Kaiser, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

An Online Sequence-to-Sequence Model Using Partial Conditioning.

Navdeep Jaitly, Quoc V. Le, Oriol Vinyals, Ilya Sutskever, David Sussillo, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

ADIOS: Architectures Deep In Output Space.

Moustapha Cissé, Maruan Al-Shedivat, Samy Bengio

Proceedings of the 33nd International Conference on Machine Learning, 2016

End-to-end text-dependent speaker verification.

Georg Heigold, Ignacio Moreno, Samy Bengio, Noam Shazeer

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Generating Sentences from a Continuous Space.

Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Józefowicz, Samy Bengio

Proceedings of the 20th SIGNLL Conference on Computational Natural Language Learning, 2016

2015

An Online Sequence-to-Sequence Model Using Partial Conditioning.

Navdeep Jaitly, Quoc V. Le, Oriol Vinyals, Ilya Sutskever, Samy Bengio

CoRR, 2015

Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks.

Samy Bengio, Oriol Vinyals, Navdeep Jaitly, Noam Shazeer

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Sharing Representations for Long Tail Computer Vision Problems.

Samy Bengio

Proceedings of the 2015 ACM on International Conference on Multimodal Interaction, Seattle, WA, USA, November 09, 2015

Show and tell: A neural image caption generator.

Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

Learning semantic relationships for better action retrieval in images.

Vignesh Ramanathan, Congcong Li, Jia Deng, Wei Han, Zhen Li, Kunlong Gu, Yang Song, Samy Bengio, Chuck Rosenberg, Li Fei-Fei

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

2014

Training highly multiclass classifiers.

Maya R. Gupta, Samy Bengio, Jason Weston

J. Mach. Learn. Res., 2014

Zero-Shot Learning by Convex Combination of Semantic Embeddings.

Mohammad Norouzi, Tomás Mikolov, Samy Bengio, Yoram Singer, Jonathon Shlens, Andrea Frome, Greg Corrado, Jeffrey Dean

Proceedings of the 2nd International Conference on Learning Representations, 2014

Local collaborative ranking.

Joonseok Lee, Samy Bengio, Seungyeon Kim, Guy Lebanon, Yoram Singer

Proceedings of the 23rd International World Wide Web Conference, 2014

Telephone Conversation Speaker Diarization Using Mealy-HMMs.

Jean-François Bonastre, Itshak Lapidot, Samy Bengio

Proceedings of the Odyssey 2014: The Speaker and Language Recognition Workshop, 2014

Large Scale Learning of a Joint Embedding Space.

Samy Bengio

Proceedings of the Odyssey 2014: The Speaker and Language Recognition Workshop, 2014

Word embeddings for speech recognition.

Samy Bengio, Georg Heigold

Proceedings of the 15th Annual Conference of the International Speech Communication Association, 2014

Large-Scale Object Classification Using Label Relation Graphs.

Jia Deng, Nan Ding, Yangqing Jia, Andrea Frome, Kevin Murphy, Samy Bengio, Yuan Li, Hartmut Neven, Hartwig Adam

Proceedings of the Computer Vision - ECCV 2014, 2014

2013

Guest Editors' Introduction: Special Section on Learning Deep Architectures.

Samy Bengio, Li Deng, Hugo Larochelle, Honglak Lee, Ruslan Salakhutdinov

IEEE Trans. Pattern Anal. Mach. Intell., 2013

Using Web Co-occurrence Statistics for Improving Image Categorization.

Samy Bengio, Jeffrey Dean, Dumitru Erhan, Eugene Ie, Quoc V. Le, Andrew Rabinovich, Jonathon Shlens, Yoram Singer

CoRR, 2013

DeViSE: A Deep Visual-Semantic Embedding Model.

Andrea Frome, Gregory S. Corrado, Jonathon Shlens, Samy Bengio, Jeffrey Dean, Marc'Aurelio Ranzato, Tomás Mikolov

Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013

Efficient Learning of Sparse Ranking Functions.

Mark Stevens, Samy Bengio, Yoram Singer

Proceedings of the Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik, 2013

2011

Phoneme and Sentence-Level Ensembles for Speech Recognition.

Christos Dimitrakakis, Samy Bengio

EURASIP J. Audio Speech Music. Process., 2011

Large-Scale Music Annotation and Retrieval: Learning to Rank in Joint Semantic Spaces

Jason Weston, Samy Bengio, Philippe Hamel

CoRR, 2011

WSABIE: Scaling Up to Large Vocabulary Image Annotation.

Jason Weston, Samy Bengio, Nicolas Usunier

Proceedings of the IJCAI 2011, 2011

2010

Sound Retrieval and Ranking Using Sparse Auditory Representations.

Richard F. Lyon, Martin Rehn, Samy Bengio, Thomas C. Walters, Gal Chechik

Neural Comput., 2010

Large scale image annotation: learning to rank with joint word-image embeddings.

Jason Weston, Samy Bengio, Nicolas Usunier

Mach. Learn., 2010

Introduction to the Issue on Statistical Learning Methods for Speech and Language Processing.

Xiaodong He, Li Deng, Roland Kuhn, Helen M. Meng, Samy Bengio

IEEE J. Sel. Top. Signal Process., 2010

Why Does Unsupervised Pre-training Help Deep Learning?

Dumitru Erhan, Yoshua Bengio, Aaron C. Courville, Pierre-Antoine Manzagol, Pascal Vincent, Samy Bengio

J. Mach. Learn. Res., 2010

Large Scale Online Learning of Image Similarity Through Ranking.

Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio

J. Mach. Learn. Res., 2010

Label Embedding Trees for Large Multi-Class Tasks.

Samy Bengio, Jason Weston, David Grangier

Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010

2009

Discriminative keyword spotting.

Joseph Keshet, David Grangier, Samy Bengio

Speech Commun., 2009

The Difficulty of Training Deep Architectures and the Effect of Unsupervised Pre-Training.

Dumitru Erhan, Pierre-Antoine Manzagol, Yoshua Bengio, Samy Bengio, Pascal Vincent

Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics, 2009

Predictive models for music.

Jean-François Paiement, Yves Grandvalet, Samy Bengio

Connect. Sci., 2009

Probabilistic models for melodic prediction.

Jean-François Paiement, Samy Bengio, Douglas Eck

Artif. Intell., 2009

An Online Algorithm for Large Scale Image Similarity Learning.

Gal Chechik, Uri Shalit, Varun Sharma, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

Group Sparse Coding.

Samy Bengio, Fernando C. N. Pereira, Yoram Singer, Dennis Strelow

Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

2008

A Discriminative Kernel-Based Approach to Rank Images from Text Queries.

David Grangier, Samy Bengio

IEEE Trans. Pattern Anal. Mach. Intell., 2008

Delay learning and polychronization for reservoir computing.

Hélène Paugam-Moisy, Régis Martinez, Samy Bengio

Neurocomputing, 2008

Large-scale content-based audio retrieval from text queries.

Gal Chechik, Eugene Ie, Martin Rehn, Samy Bengio, Dick Lyon

Proceedings of the 1st ACM SIGMM International Conference on Multimedia Information Retrieval, 2008

A distance model for rhythms.

Jean-François Paiement, Yves Grandvalet, Samy Bengio, Douglas Eck

Proceedings of the Machine Learning, 2008

2007

A kernel trick for sequences applied to text-independent speaker verification systems.

Johnny Mariéthoz, Samy Bengio

Pattern Recognit., 2007

Performance Generalization in Biometric Authentication Using Joint User-Specific and Sample Bootstraps.

Norman Poh, Alvin Martin, Samy Bengio

IEEE Trans. Pattern Anal. Mach. Intell., 2007

The Need for Open Source Software in Machine Learning.

Sören Sonnenburg, Mikio L. Braun, Cheng Soon Ong, Samy Bengio, Léon Bottou, Geoffrey Holmes, Yann LeCun, Klaus-Robert Müller, Fernando Pereira, Carl Edward Rasmussen, Gunnar Rätsch, Bernhard Schölkopf, Alexander J. Smola, Pascal Vincent, Jason Weston, Robert C. Williamson

J. Mach. Learn. Res., 2007

Biometric Person Authentication Is a Multiple Classifier Problem.

Samy Bengio, Johnny Mariéthoz

Proceedings of the Multiple Classifier Systems, 7th International Workshop, 2007

Learning the inter-frame distance for discriminative template-based keyword detection.

David Grangier, Samy Bengio

Proceedings of the 8th Annual Conference of the International Speech Communication Association, 2007

Exploring Contextual Information in a Layered Framework for Group Action Recognition.

Dong Zhang, Samy Bengio

Proceedings of the 2007 IEEE International Conference on Multimedia and Expo, 2007

Estimating the Confidence Interval of Expected Performance Curve in Biometric Authentication using Joint Bootstrap.

Norman Poh, Samy Bengio

Proceedings of the IEEE International Conference on Acoustics, 2007

A supervised learning approach based on STDP and polychronization in spiking neuron networks.

Hélène Paugam-Moisy, Régis Martinez, Samy Bengio

Proceedings of the 15th European Symposium on Artificial Neural Networks, 2007

2006

User authentication via adapted statistical models of face images.

Fabien Cardinaux, Conrad Sanderson, Samy Bengio

IEEE Trans. Signal Process., 2006

Modeling individual and group actions in meetings with layered HMMs.

Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan

IEEE Trans. Multim., 2006

Invariances in kernel methods: From samples to objects.

Alexei Pozdnoukhov, Samy Bengio

Pattern Recognit. Lett., 2006

On transforming statistical models for non-frontal face verification.

Conrad Sanderson, Samy Bengio, Yongsheng Gao

Pattern Recognit., 2006

Database, protocols and tools for evaluating score-level fusion algorithms in biometric authentication.

Norman Poh, Samy Bengio

Pattern Recognit., 2006

Measuring the performance of face localization systems.

Yann Rodriguez, Fabien Cardinaux, Samy Bengio, Johnny Mariéthoz

Image Vis. Comput., 2006

Posterior based keyword spotting with a priori thresholds.

Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Hervé Bourlard

Proceedings of the Ninth International Conference on Spoken Language Processing, 2006

Discriminative kernel-based phoneme sequence recognition.

Joseph Keshet, Shai Shalev-Shwartz, Samy Bengio, Yoram Singer, Dan Chazan

Proceedings of the Ninth International Conference on Spoken Language Processing, 2006

Graph-based transformation manifolds for invariant pattern recognition with kernel methods.

Alexei Pozdnoukhov, Samy Bengio

Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Modeling Interactions from Email Communication.

Dong Zhang, Daniel Gatica-Perez, Deb Roy, Samy Bengio

Proceedings of the 2006 IEEE International Conference on Multimedia and Expo, 2006

Semi-Supervised Kernel Methods for Regression Estimation.

Alexei Pozdnoukhov, Samy Bengio

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Using Chimeric Users to Construct Fusion Classifiers in Biometric Authentication Tasks: An Investigation.

Norman Poh, Samy Bengio

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Using More Informative Posterior Probabilities for Speech Recognition.

Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Hervé Bourlard

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

A Neural Network to Retrieve Images from Text Queries.

David Grangier, Samy Bengio

Proceedings of the Artificial Neural Networks, 2006

A Discriminative Approach for the Retrieval of Images from Text Queries.

David Grangier, Florent Monay, Samy Bengio

Proceedings of the Machine Learning: ECML 2006, 2006

Writer Identification for Smart Meeting Room Systems.

Marcus Liwicki, Andreas Schlapbach, Horst Bunke, Samy Bengio, Johnny Mariéthoz, Jonas Richiardi

Proceedings of the Document Analysis Systems VII, 7th International Workshop, 2006

Investigating Lexical Substitution Scoring for Subtitle Generation.

Oren Glickman, Ido Dagan, Walter Daelemans, Mikaela Keller, Samy Bengio

Proceedings of the Tenth Conference on Computational Natural Language Learning, 2006

Learning to Retrieve Images from Text Queries with a Discriminative Model.

David Grangier, Florent Monay, Samy Bengio

Proceedings of the Adaptive Multimedia Retrieval: User, 2006

Probabilistic Melodic Harmonization.

Jean-François Paiement, Douglas Eck, Samy Bengio

Proceedings of the Advances in Artificial Intelligence, 2006

2005

How do correlation and variance of base-experts affect fusion in biometric authentication tasks?

Norman Poh, Samy Bengio

IEEE Trans. Signal Process., 2005

A unified framework for score normalization techniques applied to text-independent speaker verification.

Johnny Mariéthoz, Samy Bengio

IEEE Signal Process. Lett., 2005

Kernel matching pursuit for large datasets.

Vlad Popovici, Samy Bengio, Jean-Philippe Thiran

Pattern Recognit., 2005

Automatic Analysis of Multimodal Group Actions in Meetings.

Iain McCowan, Daniel Gatica-Perez, Samy Bengio, Guillaume Lathoud, Mark Barnard, Dong Zhang

IEEE Trans. Pattern Anal. Mach. Intell., 2005

Online adaptive policies for ensemble classifiers.

Christos Dimitrakakis, Samy Bengio

Neurocomputing, 2005

Learning Influence among Interacting Markov Chains.

Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Deb Roy

Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

Benchmarking Non-Parametric Statistical Tests.

Mikaela Keller, Samy Bengio, Siew Yeung Wong

Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification.

Yves Grandvalet, Johnny Mariéthoz, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

Can Chimeric Persons Be Used in Multimodal Biometric Authentication Experiments?.

Norman Poh, Samy Bengio

Proceedings of the Machine Learning for Multimodal Interaction, 2005

Hierarchical Multi-stream Posterior Based Speech Recognition System.

Hamed Ketabdar, Hervé Bourlard, Samy Bengio

Proceedings of the Machine Learning for Multimodal Interaction, 2005

Extracting information from multimedia meeting collections.

Daniel Gatica-Perez, Dong Zhang, Samy Bengio

Proceedings of the 7th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2005

EER of Fixed and Trainable Fusion Classifiers: A Theoretical Study with Application to Biometric Authentication Tasks.

Norman Poh, Samy Bengio

Proceedings of the Multiple Classifier Systems, 6th International Workshop, 2005

A Probabilistic Model for Chord Progressions.

Jean-François Paiement, Douglas Eck, Samy Bengio

Proceedings of the ISMIR 2005, 2005

Developing and enhancing posterior based speech recognition systems.

Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Hervé Bourlard

Proceedings of the 9th European Conference on Speech Communication and Technology, 2005

A graphical model for chord progressions embedded in a psychoacoustic space.

Jean-François Paiement, Douglas Eck, Samy Bengio, David Barber

Proceedings of the Machine Learning, 2005

Semi-supervised meeting event recognition with adapted HMMs.

Dong Zhang, Daniel Gatica-Perez, Samy Bengio

Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

On Accuracy/Robustness/Complexity Trade-Offs in Face Verification.

Conrad Sanderson, Fabien Cardinaux, Samy Bengio

Proceedings of the Third International Conference on Information Technology and Applications (ICITA 2005), 2005

F-ratio Client-Dependent Normalisation for Biometric Authentication Tasks.

Norman Poh, Samy Bengio

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Detecting Group Interest-Level in Meetings.

Daniel Gatica-Perez, Iain McCowan, Dong Zhang, Samy Bengio

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Boosting word error rates.

Christos Dimitrakakis, Samy Bengio

Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

A Neural Network for Text Representation.

Mikaela Keller, Samy Bengio

Proceedings of the Artificial Neural Networks: Formal Models and Their Applications, 2005

Semi-Supervised Adapted HMMs for Unusual Event Detection.

Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan

Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Inferring document similarity from hyperlinks.

David Grangier, Samy Bengio

Proceedings of the 2005 ACM CIKM International Conference on Information and Knowledge Management, Bremen, Germany, October 31, 2005

A Novel Approach to Combining Client-Dependent and Confidence Information in Multimodal Biometrics.

Norman Poh, Samy Bengio

Proceedings of the Audio- and Video-Based Biometric Person Authentication, 2005

A Score-Level Fusion Benchmark Database for Biometric Authentication.

Norman Poh, Samy Bengio

Proceedings of the Audio- and Video-Based Biometric Person Authentication, 2005

Improving Fusion with Margin-Derived Confidence in Biometric Authentication Tasks.

Norman Poh, Samy Bengio

Proceedings of the Audio- and Video-Based Biometric Person Authentication, 2005

2004

Offline Recognition of Unconstrained Handwritten Texts Using HMMs and Statistical Language Models.

Alessandro Vinciarelli, Samy Bengio, Horst Bunke

IEEE Trans. Pattern Anal. Mach. Intell., 2004

Multimodal speech processing using asynchronous Hidden Markov Models.

Samy Bengio

Inf. Fusion, 2004

Noise-robust multi-stream fusion for text-independent speaker authentication.

Norman Poh, Samy Bengio

Proceedings of the Odyssey 2004: The Speaker and Language Recognition Workshop, Toledo, Spain, May 31, 2004

The expected performance curve: a new assessment measure for person authentication.

Samy Bengio, Johnny Mariéthoz

Proceedings of the Odyssey 2004: The Speaker and Language Recognition Workshop, Toledo, Spain, May 31, 2004

A statistical significance test for person authentication.

Samy Bengio, Johnny Mariéthoz

Proceedings of the Odyssey 2004: The Speaker and Language Recognition Workshop, Toledo, Spain, May 31, 2004

Multimodal group action clustering in meetings.

Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan, Guillaume Lathoud

Proceedings of the ACM 2nd International Workshop on Video Surveillance & Sensor Networks, 2004

Towards Predicting Optimal Fusion Candidates: A Case Study on Biometric Authentication Tasks.

Norman Poh, Samy Bengio

Proceedings of the Machine Learning for Multimodal Interaction, 2004

Towards Computer Understanding of Human Interactions.

Iain McCowan, Daniel Gatica-Perez, Samy Bengio, Darren Moore, Hervé Bourlard

Proceedings of the Machine Learning for Multimodal Interaction, 2004

Tangent Vector Kernels for Invariant Image Classification with SVMs.

Alexei Pozdnoukhov, Samy Bengio

Proceedings of the 17th International Conference on Pattern Recognition, 2004

Face Authentication Test on the BANCA Database.

Kieron Messer, Josef Kittler, Mohammad Sadeghi, Miroslav Hamouz, Alexey Kostin, Fabien Cardinaux, Sébastien Marcel, Samy Bengio, Conrad Sanderson, Jacek Czyz, Luc Vandendorpe, Chris McCool, Scott Lowther, Sridha Sridharan, Vinod Chandran, Roberto Paredes Palacios, Enrique Vidal, Li Bai, LinLin Shen, Yan Wang, Yueh-Hsuan Chiang, Hsien-Chang Liu, Yi-Ping Hung, Alexander Heinrichs, Marco K. Müller, Andreas Tewes, Christoph von der Malsburg, Rolf P. Würtz, Zhenger Wang, Feng Xue, Yong Ma, Qiong Yang, Chi Fang, Xiaoqing Ding, Simon Lucey, Ralph Goss, Henry Schneiderman, Norman Poh, Yann Rodriguez

Proceedings of the 17th International Conference on Pattern Recognition, 2004

Links between perceptrons, MLPs and SVMs.

Ronan Collobert, Samy Bengio

Proceedings of the Machine Learning, 2004

Statistical transformations of frontal models for non-frontal face verification.

Conrad Sanderson, Samy Bengio

Proceedings of the 2004 International Conference on Image Processing, 2004

Estimating the quality of face localization for face verification.

Yann Rodriguez, Fabien Cardinaux, Samy Bengio, Johnny Mariéthoz

Proceedings of the 2004 International Conference on Image Processing, 2004

Spectral Subband Centroids as Complementary Features for Speaker Authentication.

Norman Poh Hoon Thian, Conrad Sanderson, Samy Bengio

Proceedings of the Biometric Authentication, First International Conference, 2004

Face Authentication Competition on the BANCA Database.

Kieron Messer, Josef Kittler, Mohammad Sadeghi, Miroslav Hamouz, Alexey Kostin, Sébastien Marcel, Samy Bengio, Fabien Cardinaux, Conrad Sanderson, Norman Poh, Yann Rodriguez, Krzysztof Kryszczuk, Jacek Czyz, Luc Vandendorpe, Johnny Ng, Humphrey Cheung, Billy Tang

Proceedings of the Biometric Authentication, First International Conference, 2004

Why do multi-stream, multi-band and multi-modal approaches work on biometric user authentication tasks?

Norman Poh, Samy Bengio

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Joint decoding for phoneme-grapheme continuous speech recognition.

Mathew Magimai-Doss, Samy Bengio, Hervé Bourlard

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Boosting HMMs with an application to speech recognition.

Christos Dimitrakakis, Samy Bengio

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

A gentle Hessian for efficient gradient descent.

Ronan Collobert, Samy Bengio

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Face Verification Using Adapted Generative Models.

Fabien Cardinaux, Conrad Sanderson, Samy Bengio

Proceedings of the Sixth IEEE International Conference on Automatic Face and Gesture Recognition (FGR 2004), 2004

Online policy adaptation for ensemble classifiers.

Christos Dimitrakakis, Samy Bengio

Proceedings of the 12th European Symposium on Artificial Neural Networks, 2004

HMM and IOHMM modeling of EEG rhythms for asynchronous BCI systems.

Silvia Chiappa, Nicolas Donckers, Samy Bengio, Frédéric Vrins

Proceedings of the 12th European Symposium on Artificial Neural Networks, 2004

Multi Channel Sequence Processing.

Samy Bengio, Hervé Bourlard

Proceedings of the Deterministic and Statistical Methods in Machine Learning, 2004

Modeling Individual and Group Actions in Meetings: A Two-Layer HMM Framework.

Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan, Guillaume Lathoud

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2004

2003

Scaling Large Learning Problems with Hard Parallel Mixtures.

Ronan Collobert, Yoshua Bengio, Samy Bengio

Int. J. Pattern Recognit. Artif. Intell., 2003

Robust speech recognition and feature extraction using HMM2.

Katrin Weber, Shajith Ikbal, Samy Bengio, Hervé Bourlard

Comput. Speech Lang., 2003

Multi-modal audio-visual event recognition for football analysis.

Mark Barnard, Jean-Marc Odobez, Samy Bengio

Proceedings of the NNSP 2003, 2003

Speech & face based biometric authentication at IDIAP.

Conrad Sanderson, Samy Bengio, Hervé Bourlard, Johnny Mariéthoz, Ronan Collobert, Mohamed Faouzi BenZeghiba, Fabien Cardinaux, Sébastien Marcel

Proceedings of the 2003 IEEE International Conference on Multimedia and Expo, 2003

On automatic annotation of meeting databases.

Mark Barnard, Samy Bengio, Hervé Bourlard, Daniel Gatica-Perez, Iain McCowan

Proceedings of the 2003 International Conference on Image Processing, 2003

Offline Recognition of Large Vocabulary Cursive Handwritten Text.

Alessandro Vinciarelli, Samy Bengio, Horst Bunke

Proceedings of the 7th International Conference on Document Analysis and Recognition (ICDAR 2003), 2003

Improving face authentication using virtual samples.

Norman Poh Hoon Thian, Sébastien Marcel, Samy Bengio

Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Modeling human interaction in meetings.

Iain McCowan, Samy Bengio, Daniel Gatica-Perez, Guillaume Lathoud, Florent Monay, Darren Moore, Pierre Wellner, Hervé Bourlard

Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Client Dependent GMM-SVM Models for Speaker Verification.

Quan Le, Samy Bengio

Proceedings of the Artificial Neural Networks and Neural Information Processing, 2003

Robust Features for Frontal Face Authentication in Difficult Image Conditions.

Conrad Sanderson, Samy Bengio

Proceedings of the Audio-and Video-Based Biometrie Person Authentication, 2003

Face Verification Competition on the XM2VTS Database.

Kieron Messer, Josef Kittler, Mohammad Sadeghi, Sébastien Marcel, Christine Marcel, Samy Bengio, Fabien Cardinaux, Conrad Sanderson, Jacek Czyz, Luc Vandendorpe, Sanun Srisuk, Maria Petrou, Werasak Kurutach, Alexander Kadyrov, Roberto Paredes, Burcu Kepenekci, Faik Boray Tek, Gozde Bozdagi Akar, Farzin Deravi, Nick Jeremy Mavity

Proceedings of the Audio-and Video-Based Biometrie Person Authentication, 2003

Scalability Analysis of Audio-Visual Person Identity Verification.

Jacek Czyz, Samy Bengio, Christine Marcel, Luc Vandendorpe

Proceedings of the Audio-and Video-Based Biometrie Person Authentication, 2003

Multimodal Authentication Using Asynchronous HMMs.

Samy Bengio

Proceedings of the Audio-and Video-Based Biometrie Person Authentication, 2003

The BANCA Database and Evaluation Protocol.

Enrique Bailly-Bailliére, Samy Bengio, Frédéric Bimbot, Miroslav Hamouz, Josef Kittler, Johnny Mariéthoz, Jiri Matas, Kieron Messer, Vlad Popovici, Fabienne Porée, Belén Ruíz, Jean-Philippe Thiran

Proceedings of the Audio-and Video-Based Biometrie Person Authentication, 2003

2002

Writer adaptation techniques in HMM based Off-Line Cursive Script Recognition.

Alessandro Vinciarelli, Samy Bengio

Pattern Recognit. Lett., 2002

A Parallel Mixture of SVMs for Very Large Scale Problems.

Ronan Collobert, Samy Bengio, Yoshua Bengio

Neural Comput., 2002

Confidence measures for multimodal identity verification.

Samy Bengio, Christine Marcel, Sébastien Marcel, Johnny Mariéthoz

Inf. Fusion, 2002

A multi-sample multi-source model for biometric authentication.

Norman Poh, Samy Bengio, Jerzy Korczak

Proceedings of the 12th IEEE Workshop on Neural Networks for Signal Processing, 2002

Conditional Gaussian mixture models for environmental risk mapping.

N. Gilardi, Samy Bengio, Mikhail F. Kanevski

Proceedings of the 12th IEEE Workshop on Neural Networks for Signal Processing, 2002

An Asynchronous Hidden Markov Model for Audio-Visual Speech Recognition.

Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

Evaluation of formant-like features for ASR.

Katrin Weber, Febe de Wet, Bert Cranen, Lou Boves, Samy Bengio, Hervé Bourlard

Proceedings of the 7th International Conference on Spoken Language Processing, ICSLP2002, 2002

A comparative study of adaptation methods for speaker verification.

Johnny Mariéthoz, Samy Bengio

Proceedings of the 7th International Conference on Spoken Language Processing, ICSLP2002, 2002

Offline Cursive Word Recognition using Continuous Density Hidden Markov Models Trained with PCA or ICA Features.

Alessandro Vinciarelli, Samy Bengio

Proceedings of the 16th International Conference on Pattern Recognition, 2002

Improving Face Verification Using Skin Color Information.

Sébastien Marcel, Samy Bengio

Proceedings of the 16th International Conference on Pattern Recognition, 2002

Writer adaptation techniques in off-line cursive word recognition.

Alessandro Vinciarelli, Samy Bengio

Proceedings of the Eighth International Workshop on Frontiers in Handwriting Recognition, 2002

Increasing speech recognition robustness with HMM2.

Katrin Weber, Samy Bengio, Hervé Bourlard

Proceedings of the IEEE International Conference on Acoustics, 2002

2001

SVMTorch: Support Vector Machines for Large-Scale Regression Problems.

Ronan Collobert, Samy Bengio

J. Mach. Learn. Res., 2001

HMM2- extraction of formant structures and their use for robust ASR.

Katrin Weber, Samy Bengio, Hervé Bourlard

Proceedings of the EUROSPEECH 2001 Scandinavia, 2001

Learning the decision function for speaker verification.

Samy Bengio, Johnny Mariéthoz

Proceedings of the IEEE International Conference on Acoustics, 2001

2000

Taking on the curse of dimensionality in joint distributions using neural networks.

Samy Bengio, Yoshua Bengio

IEEE Trans. Neural Networks Learn. Syst., 2000

New Approaches Towards Robust, Adaptive Speech Recognition (invited paper).

Hervé Bourlard, Samy Bengio, Katrin Weber

Proceedings of the Advances in Neural Information Processing Systems 13, 2000

HMM2- a novel approach to HMM emission probability estimation.

Katrin Weber, Samy Bengio, Hervé Bourlard

Proceedings of the Sixth International Conference on Spoken Language Processing, 2000

Automatic speech recognition using dynamic bayesian networks with both acoustic and articulatory variables.

Todd A. Stephenson, Hervé Bourlard, Samy Bengio, Andrew C. Morris

Proceedings of the Sixth International Conference on Spoken Language Processing, 2000

1999

Stochastic Learning of Strategic Equilibria for Auctions.

Samy Bengio, Yoshua Bengio, Jacques Robert, Gilles Bélanger

Neural Comput., 1999

Modeling High-Dimensional Discrete Data with Multi-Layer Neural Networks.

Yoshua Bengio, Samy Bengio

Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999

1997

Shared Context Probabilistic Transducers.

Yoshua Bengio, Samy Bengio, Jean-Franc Isabelle, Yoram Singer

Proceedings of the Advances in Neural Information Processing Systems 10, 1997

Dynamical Resource Reservation Scheme in an ATM Network Using Neural Network-Based Traffic Prediction.

Fabrice Clérot, Pascal Gouzien, Samy Bengio, Annie Gravey, Daniel Collobert

Proceedings of the Performance Analysis of ATM Networks, 1997

1996

Use of Modular Architectures for Time Series Prediction.

Samy Bengio, Françoise Fessant, Daniel Collobert

Neural Process. Lett., 1996

The Vehicle Routing Problem with Time Windows Part II: Genetic Search.

Jean-Yves Potvin, Samy Bengio

INFORMS J. Comput., 1996

1995

On the search for new learning rules for ANNs.

Samy Bengio, Yoshua Bengio, Jocelyn Cloutier

Neural Process. Lett., 1995

1994

Use of Genetic Programming for the Search of a New Learning Rule for Neural Networks.

Samy Bengio, Yoshua Bengio, Jocelyn Cloutier

Proceedings of the First IEEE Conference on Evolutionary Computation, 1994

1991

Secure Implementations of Identification Systems.

Samy Bengio, Gilles Brassard, Yvo Desmedt, Claude Goutier, Jean-Jacques Quisquater

J. Cryptol., 1991

1989

A Neural Network to Detect Homologies in Proteins.

Yoshua Bengio, Samy Bengio, Yannick Pouliot, Patrick Agin

Proceedings of the Advances in Neural Information Processing Systems 2, 1989

1987

Special Uses and Abuses of the Fiat-Shamir Passport Protocol.

Yvo Desmedt, Claude Goutier, Samy Bengio

Proceedings of the Advances in Cryptology, 1987