Samy Bengio

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

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

Samy Bengio, Hervé Bourlard, Katrin Weber, 2001, INTERSPEECH.

Surprising Outcome While Benchmarking Statistical Tests

Siew Yeung Wong, Samy Bengio, Mikaela Keller, 2005 .

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

Samy Bengio, Yang Li, Cho-Jui Hsieh, 2019, KDD.

Multimodal Authentication Using Asynchronous HMMs

Samy Bengio, Samy Bengio, 2003, AVBPA.

A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification

Samy Bengio, Johnny Mariéthoz, Yves Grandvalet, 2005, NIPS.

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

Samy Bengio, Jean-Yves Potvin, Samy Bengio, 1996, INFORMS J. Comput..

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

Samy Bengio, Norman Poh, Alvin F. Martin, 2007, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Towards using hierarchical posteriors for flexible automatic speech recognition systems

Samy Bengio, Bertrand Mesot, Hervé Bourlard, 2004 .

A Neural Network to Detect Homologies in Proteins

Samy Bengio, Yoshua Bengio, Yannick Pouliot, 1989, NIPS.

Non-Linear Variance Reduction Techniques in Biometric Authentication

Samy Bengio, Norman Poh, Samy Bengio, 2003 .

Special Uses and Abuses of the Fiat-Shamir Passport Protocol

Samy Bengio, Yvo Desmedt, Claude Goutier, 1987, CRYPTO.

Revisiting Distributed Synchronous SGD pdf

Samy Bengio, Jianmin Chen, Rajat Monga, 2016, ArXiv.

A Generative Model for Rhythms

Jean-François Paiement, Samy Bengio, Yves Grandvalet, 2007, NIPS 2007.

IZATION UNDER EXTREME OVERPARAMETERIZATION

Samy Bengio, Chiyuan Zhang, 2020 .

Pump-priming PASCAL proposal : Large Margin Algorithms and Kernel Methods for Speech Applications

Samy Bengio, 2004 .

Martigny-Valais-Suisse HIDDEN MARKOV MODELS AND OTHER FINITE STATE AUTOMATA FOR SEQUENCEPROCESSING

Samy Bengio, H. Bourlard, 2001 .

Comparison of four machine learning algorithms for spatial data analysis

Samy Bengio, N. Gilardi, 2003 .

A Coordinate Descent Algorithm for Learning Compact Ranking Functions

Y. Singer, Samy Bengio, Mark Stevens, 2010 .

Balancing information exposure in social networks

Venkata Rama Kiran Garimella, R. Fergus, S. Vishwanathan, 2017, NIPS.

Are All Layers Created Equal? pdf

Samy Bengio, Yoram Singer, Chiyuan Zhang, 2019, J. Mach. Learn. Res..

On the Optimization of a Synaptic LearningRuleSamy

Yoshua Bengio, Samy Bengio, J. Cloutier, 1997 .

Machine Learning for Automatic Environmental Mapping : When and How

Samy Bengio, N. Gilardi, 2005 .

The Traditional Approach to Speech Processing

Samy Bengio, Joseph Keshet, 2008 .

Towards Explaining the Success (Or Failure) of Fusion in Biometric Authentication

Samy Bengio, N. Poh, 2005 .

FACE BASED BIOMETRIC AUTHENTICATION AT IDIAP

Samy Bengio, Ronan Collobert, H. Bourlard, 2003 .

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

Samy Bengio, Björn Schuller, Louis-Philippe Morency, 2018, The Handbook of Multimodal-Multisensor Interfaces, Volume 2.

Large Scale Learning of a Joint Embedding Space

Samy Bengio, Samy Bengio, 2014, Odyssey.

A Generative Model for Distance Patterns in Music

Jean-François Paiement, Douglas Eck, Samy Bengio, 2007 .

The Handbook of Brain Theory and Neural Networks

Samy Bengio, Hervé Bourlard, Samy Bengio, 2002 .

A Margin-Based Measure of Generalization for Deep Networks

Hossein Mobahi, Samy Bengio, Yiding Jiang, 2019 .

A Comparison of Adaptation Methods for Speaker Verification

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2001 .

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

Samy Bengio, Hervé Bourlard, Katrin Weber, 2000, NIPS.

Con dence Measures for Multimodal Identity Veri cation ?

Samy Bengio, J. Mariéthoz, S. Marcel, 2003 .

11 Discriminative Keyword Spotting

David Grangier, Samy Bengio, Joseph Keshet, 2008 .

Evaluation of formant-like features for automatic speech recognition 1

Samy Bengio, H. Bourlard, L. Boves, 2003 .

IDIAP-RR 01-24 Speech Recognition Using Advanced HMM 2 Features

Samy Bengio, H. Bourlard, K. Weber, 1998 .

Martigny-Valais-Suisse TOWARDS ROBUST AND ADAPTIVE SPEECHRECOGNITION MODELS

Samy Bengio, H. Bourlard, K. Weber, 2003 .

Towards Robust and Adaptive Speech Recognition Models towards Robust and Adaptive Speech Recognition Models

Samy Bengio, H. Bourlard, K. Weber, 2002 .

Multimodal group action clustering in meetings

Samy Bengio, Daniel Gatica-Perez, Iain McCowan, 2004, VSSN '04.

MULTIMEDIA MEETING COLLECTIONS

Samy Bengio, D. Gática-Pérez, Dong Zhang, 2005 .

FANTASTIC GENERALIZATION MEASURES

Samy Bengio, Behnam Neyshabur, Dilip Krishnan, 2020 .

Generalization of a Parametric LearningRule

Yoshua Bengio, Samy Bengio, J. Cloutier, 1993 .

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

Oriol Vinyals, Samy Bengio, M. Raghu, 2019, ICLR.

A Kernel Classifier for Distributions

Samy Bengio, A. Pozdnoukhov, 2005 .

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

Samy Bengio, Chiyuan Zhang, M. Raghu, 2022, ArXiv.

Investigating Lexical Substitution Scoring for Subtitle Generation Investigating Lexical Substitution Scoring for Subtitle Generation

Ido Dagan, Samy Bengio, Oren Glickman, 2006 .

UvA-DARE (Digital Academic Repository) Causal Effect Inference with Deep Latent-Variable Models

R. Fergus, I. Guyon, Samy Bengio, 2017 .

INTERACTING MARKOV CHAINS

Samy Bengio, D. Gática-Pérez, D. Roy, 2005 .

A Discriminative Kernel-based Model to Rank Images from Text Queries

David Grangier, Samy Bengio, 2007 .

Training Highly Multi-class Linear Classifiers

Maya R. Gupta, Jason Weston, Samy Bengio, 2014 .

Offline Recognition of Unconstrained Handwritten . . .

Samy Bengio, Horst Bunke, Samy Bengio, 2003 .

Variance Reduction Techniques in . . .

Samy Bengio, Norman Poh, Samy Bengio, 2003 .

Secure Implementations of Identification Systems

Yvo Desmedt, Gilles Brassard, S Bengio, 1991, J. Cryptol..

Multimodal Group Action Clustering in Meetings Multimodal Group Action Clustering in Meetings

Samy Bengio, I. McCowan, D. Gática-Pérez, 2004 .

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

Samy Bengio, Chiyuan Zhang, M. Raghu, 2022, NeurIPS.

Bayesian Compression for Deep Learning

R. Fergus, I. Guyon, Samy Bengio, 2017 .

Continuous Soft Pseudo-Labeling in ASR

Samy Bengio, Ronan Collobert, T. Likhomanenko, 2022, ArXiv.

Perturbing BatchNorm and Only BatchNorm Benefits Sharpness-Aware Minimization

R. Fergus, Samy Bengio, K. Grauman, 2022 .

ADIOS: Architectures Deep In Output Space

Samy Bengio, Moustapha Cissé, Maruan Al-Shedivat, 2016, ICML.

Towards Computer Understanding of Human Interactions

Samy Bengio, Hervé Bourlard, Daniel Gatica-Perez, 2003, EUSAI.

DeViSE: A Deep Visual-Semantic Embedding Model

Marc'Aurelio Ranzato, Samy Bengio, Jonathon Shlens, 2013, NIPS.

N-gram Language Modeling using Recurrent Neural Network Estimation pdf

Samy Bengio, Mohammad Norouzi, Ciprian Chelba, 2017, ArXiv.

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

Samy Bengio, Alexei Pozdnoukhov, Samy Bengio, 2006, 18th International Conference on Pattern Recognition (ICPR'06).

Understanding deep learning (still) requires rethinking generalization

Samy Bengio, Oriol Vinyals, Benjamin Recht, 2021, Commun. ACM.

Density estimation using Real NVP pdf

Samy Bengio, Jascha Sohl-Dickstein, Laurent Dinh, 2016, ICLR.

PRIME: probabilistic initial 3D model generation for single-particle cryo-electron microscopy.

Dominika Elmlund, Hans Elmlund, Samy Bengio, 2013, Structure.

Detecting group interest-level in meetings

Samy Bengio, Daniel Gatica-Perez, Iain McCowan, 2005, Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005..

Spectral Subband Centroids as Complementary Features for Speaker Authentication

Samy Bengio, Conrad Sanderson, Norman Poh, 2004, ICBA.

Using More Informative Posterior Probabilities for Speech Recognition

Samy Bengio, Jithendra Vepa, Hervé Bourlard, 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

Hierarchical Multi-stream Posterior Based Speech Recognition System

Samy Bengio, Hervé Bourlard, Hamed Ketabdar, 2005, MLMI.

Developing and enhancing posterior based speech recognition systems

Samy Bengio, Jithendra Vepa, Hervé Bourlard, 2005, INTERSPEECH.

ADAPTED GENERATIVE MODELS FOR FACE VERIFICATION

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2003 .

Insights on representational similarity in neural networks with canonical correlation

Samy Bengio, Ari S. Morcos, Maithra Raghu, 2018, NeurIPS.

A Neural Transducer

Quoc V. Le, Navdeep Jaitly, Ilya Sutskever, 2015, 1511.04868.

Neural Networks Trained on Natural Scenes Exhibit Gestalt Closure

Martin Wattenberg, Samy Bengio, Been Kim, 2021, Computational Brain & Behavior.

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

Samy Bengio, Honglak Lee, Mohammad Norouzi, 2019, ArXiv.

Multi-Tasking with Joint Semantic Spaces for Large-Scale Music Annotation and Retrieval

Jason Weston, Philippe Hamel, Samy Bengio, 2011 .

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

Samy Bengio, M. Raghu, J. Kleinberg, 2021, ArXiv.

Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks

Samy Bengio, Navdeep Jaitly, Oriol Vinyals, 2015, NIPS.

Revisiting Doddington"s Zoo: A Systematic Method to Assess User-dependent Variabilities

Arun Ross, Samy Bengio, Norman Poh, 2006 .

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

Hossein Mobahi, Samy Bengio, Vighnesh Birodkar, 2019, ArXiv.

Large-Scale Object Classification Using Label Relation Graphs

Samy Bengio, Yuan Li, Hartmut Neven, 2014, ECCV.

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

Samy Bengio, Yoshua Bengio, Yoshua Bengio, 1999, NIPS.

Theme Topic Mixture Model: A Graphical Model for Document Representation

Samy Bengio, Mikaela Keller, Samy Bengio, 2004 .

UvA-DARE (Digital Academic Repository) Causal Effect Inference with Deep Latent-Variable Models Causal Effect Inference with Deep Latent-Variable Models

R. Fergus, Samy Bengio, R. Garnett, 2017 .

Predicting Human Performance in Vertical Menu Selection Using Deep Learning

Yang Li, Samy Bengio, Gilles Bailly, 2018, CHI.

NeurIPS 2020 Competition: Predicting Generalization in Deep Learning pdf

Hossein Mobahi, Samy Bengio, Gintare Karolina Dziugaite, 2020, ArXiv.

Identity Crisis: Memorization and Generalization under Extreme Overparameterization pdf

Samy Bengio, Yoram Singer, Moritz Hardt, 2019, ICLR.

Conditional Gaussian mixture models for environmental risk mapping

Samy Bengio, Mikhail F. Kanevski, N. Gilardi, 2002, Proceedings of the 12th IEEE Workshop on Neural Networks for Signal Processing.

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

Martin Wattenberg, Samy Bengio, Been Kim, 2019, ArXiv.

Unsupervised Speech Representation Learning Using WaveNet Autoencoders

Ron J. Weiss, Jan Chorowski, Samy Bengio, 2019, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

Use of genetic programming for the search of a new learning rule for neural networks

Samy Bengio, Yoshua Bengio, Jocelyn Cloutier, 1994, Proceedings of the First IEEE Conference on Evolutionary Computation. IEEE World Congress on Computational Intelligence.

Continuous Pseudo-Labeling from the Start

Samy Bengio, Ronan Collobert, T. Likhomanenko, 2022, ICLR.

Characterising Bias in Compressed Models pdf

Emily Denton, Samy Bengio, Gregory Clark, 2020, ArXiv.

Delay learning and polychronization for reservoir computing

Samy Bengio, Hélène Paugam-Moisy, Régis Martinez, 2008, Neurocomputing.

Automatic analysis of multimodal group actions in meetings

Samy Bengio, Daniel Gatica-Perez, Iain McCowan, 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Learnable Fourier Features for Multi-Dimensional Spatial Positional Encoding pdf

Samy Bengio, Cho-Jui Hsieh, Si Si, 2021, NeurIPS.

Parallel Scheduled Sampling pdf

Samy Bengio, Lukasz Kaiser, Ben Goodrich, 2019, ArXiv.

Large-scale content-based audio retrieval from text queries

Samy Bengio, Martin Rehn, Richard F. Lyon, 2008, MIR '08.

End-to-end text-dependent speaker verification

Georg Heigold, Samy Bengio, Noam Shazeer, 2015, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Discrete Autoencoders for Sequence Models pdf

Samy Bengio, Lukasz Kaiser, Lukasz Kaiser, 2018, ArXiv.

Word embeddings for speech recognition

Georg Heigold, Samy Bengio, Samy Bengio, 2014, INTERSPEECH.

Adversarial Attacks and Defences Competition pdf

Yao Zhao, Takuya Akiba, Motoki Abe, 2018, ArXiv.

Fast Decoding in Sequence Models using Discrete Latent Variables

Aurko Roy, Samy Bengio, Ashish Vaswani, 2018, ICML.

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

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2007, Pattern Recognit..

Biometric Person Authentication Is a Multiple Classifier Problem

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2007, MCS.

Invariances in kernel methods: From samples to objects

Samy Bengio, Alexei Pozdnoukhov, Samy Bengio, 2006, Pattern Recognit. Lett..

Improving Kernel Classifiers for Object Categorization Problems

Samy Bengio, A. Pozdnoukhov, 2005 .

On Using Backpropagation for Speech Texture Generation and Voice Conversion

Samy Bengio, Ron J. Weiss, Rif A. Saurous, 2017, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

An Online Sequence-to-Sequence Model Using Partial Conditioning

Samy Bengio, Quoc V. Le, Navdeep Jaitly, 2015, NIPS.

Offline recognition of unconstrained handwritten texts using HMMs and statistical language models

Samy Bengio, Horst Bunke, Alessandro Vinciarelli, 2004, IEEE Transactions on Pattern Analysis and Machine Intelligence.

You Look Twice: GaterNet for Dynamic Filter Selection in CNNs

Yang Li, Si Si, Samy Bengio, 2018, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

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

Daniel M. Roy, Samy Bengio, Suriya Gunasekar, 2020, NeurIPS.

Large Margin Deep Networks for Classification

Hossein Mobahi, Samy Bengio, Dilip Krishnan, 2018, NeurIPS.

Probabilistic Melodic Harmonization

Jean-François Paiement, Douglas Eck, Samy Bengio, 2006, Canadian Conference on AI.

Investigating Lexical Substitution Scoring for Subtitle Generation

Walter Daelemans, Ido Dagan, Samy Bengio, 2006, CoNLL.

Semi-supervised adapted HMMs for unusual event detection

Samy Bengio, Daniel Gatica-Perez, Iain McCowan, 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards

Honglak Lee, Mohammad Norouzi, Marcin Moczulski, 2020, NeurIPS.

Modeling individual and group actions in meetings with layered HMMs

Samy Bengio, Daniel Gatica-Perez, Iain McCowan, 2006, IEEE Transactions on Multimedia.

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

Samy Bengio, Daniel Gatica-Perez, Iain McCowan, 2004, 2004 Conference on Computer Vision and Pattern Recognition Workshop.

Joint decoding for phoneme-grapheme continuous speech recognition

Samy Bengio, Hervé Bourlard, Mathew Magimai-Doss, 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

On transforming statistical models for non-frontal face verification

Samy Bengio, Conrad Sanderson, Yongsheng Gao, 2006, Pattern Recognit..

Robust Features for Frontal Face Authentication in Difficult Image Conditions

Samy Bengio, Conrad Sanderson, Samy Bengio, 2003, AVBPA.

Measuring the performance of face localization systems

Samy Bengio, Johnny Mariéthoz, Fabien Cardinaux, 2006, Image Vis. Comput..

Ju n 20 17 Device Placement Optimization with Reinforcement Learning

Quoc V. Le, J. Dean, Samy Bengio, 2017 .

Discriminative kernel-based phoneme sequence recognition

Samy Bengio, Yoram Singer, Shai Shalev-Shwartz, 2006, INTERSPEECH.

On the search for new learning rules for ANNs

Samy Bengio, Yoshua Bengio, Jocelyn Cloutier, 1995, Neural Processing Letters.

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

Samy Bengio, David Grangier, David Grangier, 2007, INTERSPEECH.

Generalization on the Unseen, Logic Reasoning and Degree Curriculum

Samy Bengio, E. Abbe, Aryo Lotfi, 2023, ICML.

Time-Dependent Representation for Neural Event Sequence Prediction pdf

Samy Bengio, Nan Du, Yang Li, 2017, ICLR.

Scaling Large Learning Problems with Hard Parallel Mixtures

Samy Bengio, Yoshua Bengio, Ronan Collobert, 2002, Int. J. Pattern Recognit. Artif. Intell..

LLORMA: Local Low-Rank Matrix Approximation

Samy Bengio, Yoram Singer, Guy Lebanon, 2016, J. Mach. Learn. Res..

On the prediction of solar activity using different neural network models

Françoise Fessant, Samy Bengio, Daniel Collobert, 1996, Annales Geophysicae.

IDIAP Martigny-Valais-Suisse CONFIDENCE MEASURES FOR MULTIMODAL IDENTITY VERIFICATION

Samy Bengio, Johnny Mariéthoz, Christine Marcel, 2002 .

Modeling human interaction in meetings

Samy Bengio, Hervé Bourlard, Daniel Gatica-Perez, 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

Area Attention pdf

Yang Li, Samy Bengio, Lukasz Kaiser, 2018, ICML.

Learning to Remember Rare Events

Aurko Roy, Lukasz Kaiser, Samy Bengio, 2017, ICLR.

A Discriminative Approach for the Retrieval of Images from Text Queries

Samy Bengio, David Grangier, Florent Monay, 2006, ECML.

Data Augmentation via Structured Adversarial Perturbations pdf

Hossein Mobahi, Samy Bengio, Calvin Luo, 2020, ArXiv.

Self-Imitation Learning via Trajectory-Conditioned Policy for Hard-Exploration Tasks

Samy Bengio, Honglak Lee, Mohammad Norouzi, 2019 .

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

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2004, Odyssey.

A statistical significance test for person authentication

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2004, Odyssey.

Order Matters: Sequence to sequence for sets

Oriol Vinyals, Samy Bengio, M. Kudlur, 2016, ICLR 2016.

A Study of the Effects of Score Normalisation Prior to Fusion in Biometric Authentication Tasks

Samy Bengio, Norman Poh, Samy Bengio, 2004 .

The BANCA Database and Evaluation Protocol

Jean-Philippe Thiran, Jiri Matas, Josef Kittler, 2003, AVBPA.

Order Matters: Sequence to sequence for sets

Oriol Vinyals, Samy Bengio, M. Kudlur, 2016, ICLR 2016.

Can Active Memory Replace Attention?

Samy Bengio, Lukasz Kaiser, Lukasz Kaiser, 2016, NIPS.

A Closed-Form Learned Pooling for Deep Classification Networks pdf

Hossein Mobahi, Samy Bengio, Dilip Krishnan, 2019, ArXiv.

Transfusion: Understanding Transfer Learning with Applications to Medical Imaging pdf

Samy Bengio, Jon M. Kleinberg, Chiyuan Zhang, 2019, ArXiv.

Semi-supervised meeting event recognition with adapted HMMs

Samy Bengio, Daniel Gatica-Perez, Dong Zhang, 2005, 2005 IEEE International Conference on Multimedia and Expo.

HMM and IOHMM modeling of EEG rhythms for asynchronous BCI systems

Samy Bengio, Frédéric Vrins, Silvia Chiappa, 2004, ESANN.

A Max Kernel For Text-Independent Speaker Verification Systems

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2006 .

Kernel Based Text-Independnent Speaker Verification

Samy Bengio, Johnny Mariéthoz, Yves Grandvalet, 2009 .

Use of modular architectures for time series prediction

Samy Bengio, Françoise Fessant, Daniel Collobert, 1996, Neural Processing Letters.

Hidden Markov Models and other Finite State Automata for Sequence Processing

Hervé Bourlard, Samy Bengio, Samy Bengio, 2002 .

ORDER MATTERS: SEQUENCE TO SEQUENCE FOR SETS

Oriol Vinyals, Samy Bengio, M. Kudlur, 2016 .

Transformers learn through gradual rank increase

Samy Bengio, J. Susskind, E. Abbe, 2023, NeurIPS.

Textual Data Representation

Samy Bengio, Mikaela Keller, Samy Bengio, 2003 .

A Multitask Learning Approach to Document Representation using Unlabeled Data

Samy Bengio, Mikaela Keller, Samy Bengio, 2006 .

Predictive models for music

Jean-François Paiement, Samy Bengio, Yves Grandvalet, 2009, Connect. Sci..

A graphical model for chord progressions embedded in a psychoacoustic space

David Barber, Jean-François Paiement, Douglas Eck, 2005, ICML.

08-50 Probabilistic Models for Melodic Prediction

Samy Bengio, Jean-François Paiement, D. Eck, 2008 .

A Probabilistic Model for Chord Progressions

Jean-François Paiement, Douglas Eck, Samy Bengio, 2005, ISMIR.

Chord Representations for Probabilistic Models

Samy Bengio, Jean-François Paiement, D. Eck, 2005 .

Online adaptive policies for ensemble classifiers

Samy Bengio, Christos Dimitrakakis, Samy Bengio, 2005, Neurocomputing.

Efficient Learning of Sparse Ranking Functions

Samy Bengio, Yoram Singer, Mark Stevens, 2013, Empirical Inference.

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

Samy Bengio, Michael C. Mozer, Michael L. Iuzzolino, 2021, ArXiv.

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

Samy Bengio, Norman Poh, Samy Bengio, 2006, Pattern Recognit..

Exploring Contextual Information in a Layered Framework for Group Action Recognition

Samy Bengio, Dong Zhang, Samy Bengio, 2007, 2007 IEEE International Conference on Multimedia and Expo.

Predicting the Generalization Gap in Deep Networks with Margin Distributions

Samy Bengio, Dilip Krishnan, H. Mobahi, 2018, ICLR.

A Neural Network for Text Representation

Samy Bengio, Mikaela Keller, Samy Bengio, 2005, ICANN.

A Study on Overfitting in Deep Reinforcement Learning

Oriol Vinyals, R. Munos, Samy Bengio, 2018, ArXiv.

Sound Retrieval and Ranking Using Sparse Auditory Representations

Samy Bengio, Martin Rehn, Richard F. Lyon, 2010, Neural Computation.

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

Xin Zhou, Julien Amelot, Yang Li, 2020, ArXiv.

What Algorithms can Transformers Learn? A Study in Length Generalization

Samy Bengio, Preetum Nakkiran, Etai Littwin, 2023, ArXiv.

When can transformers reason with abstract symbols?

Samy Bengio, Enric Boix-Adserà, Etai Littwin, 2023, 2310.09753.

Continuous Soft Pseudo-Labeling in ASR

Samy Bengio, Ronan Collobert, N. Jaitly, 2022, ICBINB.

Boolformer: Symbolic Regression of Logic Functions with Transformers

Samy Bengio, Stéphane d'Ascoli, Josh Susskind, 2023, ArXiv.

End-to-end text-dependent speaker verification

Samy Bengio, Noam M. Shazeer, G. Heigold, 2015, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

User authentication via adapted statistical models of face images

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2006, IEEE Transactions on Signal Processing.

Semi-Supervised Kernel Methods for Regression Estimation

Samy Bengio, Alexei Pozdnoukhov, Samy Bengio, 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

Face Verification Using Synthesized Non-Frontal Models

Samy Bengio, Conrad Sanderson, Samy Bengio, 2003 .

Augmenting Frontal Face Models for Non-Frontal Verification

Samy Bengio, Conrad Sanderson, Samy Bengio, 2003 .

Using Web Co-occurrence Statistics for Improving Image Categorization pdf

Samy Bengio, Dumitru Erhan, Quoc V. Le, 2013, ArXiv.

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

Jason Weston, Samy Bengio, Philippe Hamel, 2011, ArXiv.

A Score-Level Fusion Benchmark Database for Biometric Authentication

Samy Bengio, Norman Poh, Samy Bengio, 2005, AVBPA.

Boosting word error rates

Samy Bengio, Christos Dimitrakakis, Samy Bengio, 2005, Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005..

Multi Channel Sequence Processing

Samy Bengio, Hervé Bourlard, Samy Bengio, 2004, Deterministic and Statistical Methods in Machine Learning.

Boosting HMMs with an application to speech recognition

Samy Bengio, Christos Dimitrakakis, Samy Bengio, 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

Phoneme-grapheme based speech recognition system

S. Bengio, H. Bourlard, M. M. Doss, 2003, 2003 IEEE Workshop on Automatic Speech Recognition and Understanding (IEEE Cat. No.03EX721).

On automatic annotation of meeting databases

Samy Bengio, Hervé Bourlard, Daniel Gatica-Perez, 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

Robust speech recognition and feature extraction using HMM2

Samy Bengio, Hervé Bourlard, Katrin Weber, 2003, Comput. Speech Lang..

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

Samy Bengio, Hervé Bourlard, Andrew C. Morris, 2000, INTERSPEECH.

Kernel For Text-Independent Speaker Verification Systems

Samy Bengio, J. Mariéthoz, 2006 .

Evidences of Equal Error Rate Reduction in Biometric Authentication Fusion

Samy Bengio, Norman Poh, Samy Bengio, 2004 .

Robust Speech Recognition and Feature Extraction Using Hmm2 Robust Speech Recognition and Feature Extraction Using Hmm2

Samy Bengio, H. Bourlard, K. Weber, 2003 .

An Investigation of Spectral Subband Centroids for Speaker Authentication

Samy Bengio, Conrad Sanderson, Norman Poh, 2003 .

A Pragmatic View of the Application of HMM2 for ASR

Samy Bengio, Hervé Bourlard, Katrin Weber, 2001 .

IDIAP-RR 01-23 A Pragmatic View of the Application of HMM 2 for ASR

Samy Bengio, H. Bourlard, K. Weber, 1998 .

From the journals …

Martin C. Cooper, Paul A. Viola, Mark Junjie Li, 2007, The Knowledge Engineering Review.

Time-Dependent Representation for Neural Event Sequence Prediction

Samy Bengio, Yang Li, Nan Du, 2017, ICLR.

Guest Editors' Introduction: Special Section on Learning Deep Architectures

Samy Bengio, Li Deng, Honglak Lee, 2013, IEEE Trans. Pattern Anal. Mach. Intell..