Samy Bengio

Samy Bengio, Sébastien Marcel, Norman Poh, 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

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

Samy Bengio, David Grangier, David Grangier, 2008, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Large Margin Deep Networks for Classification

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

Can a Professional Imitator Fool a GMM-Based Speaker Verification System?

Samy Bengio, Johnny Mariéthoz, 2005 .

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

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

Generating Sentences from a Continuous Space

Samy Bengio, Samuel R. Bowman, Andrew M. Dai, 2015, CoNLL.

Adversarial examples in the physical world pdf

Samy Bengio, Ian J. Goodfellow, Alexey Kurakin, 2016, ICLR.

Content preserving text generation with attribute controls

Samy Bengio, Honglak Lee, Lajanugen Logeswaran, 2018, NeurIPS.

A comparative study of adaptation methods for speaker verification

Samy Bengio, Johnny Mariéthoz, 2002, INTERSPEECH.

Increasing Speech Recognition Noise Robustness with HMM2

Samy Bengio, Hervé Bourlard, Katrin Weber, 2001 .

Automatic analysis of multimodal group actions in meetings

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

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

Yang Li, Samy Bengio, Si Si, 2018, ArXiv.

MIREX SPECIAL TAGATUNE EVALUATION SUBMISSION

Samy Bengio, Pierre-Antoine Manzagol, 2009 .

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

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

Writer Identification for Smart Meeting Room Systems

Samy Bengio, Johnny Mariéthoz, Marcus Liwicki, 2006, Document Analysis Systems.

On automatic annotation of meeting databases

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

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

Samy Bengio, Alessandro Vinciarelli, Samy Bengio, 2002, Pattern Recognit. Lett..

Towards Computer Understanding of Human Interactions

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

An EM Algorithm for HMMs with Emission Distributions Represented by HMMs

Samy Bengio, Hervé Bourlard, Katrin Weber, 2000 .

Context-Aware Captions from Context-Agnostic Supervision

Samy Bengio, Gal Chechik, Kevin Murphy, 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

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).

Sound Retrieval and Ranking Using Sparse Auditory Representations

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

On transforming statistical models for non-frontal face verification

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

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.

Discriminative keyword spotting

Samy Bengio, Joseph Keshet, David Grangier, 2009, Speech Commun..

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.

Face Verification Competition on the XM2VTS Database

Luc Vandendorpe, Josef Kittler, Alexander Kadyrov, 2003, AVBPA.

Hybrid generative-discriminative models for speech and speaker recognition

Samy Bengio, Quan Le, 2002 .

DeViSE: A Deep Visual-Semantic Embedding Model

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

Parallel Scheduled Sampling pdf

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

Training highly multiclass classifiers

Maya R. Gupta, Jason Weston, Samy Bengio, 2014, J. Mach. Learn. Res..

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

Samy Bengio, Yoshua Bengio, Yoshua Bengio, 2000, IEEE Trans. Neural Networks Learn. Syst..

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

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

Face Authentication Competition on the BANCA Database

Luc Vandendorpe, Josef Kittler, Samy Bengio, 2004, ICBA.

Neural Networks Trained on Natural Scenes Exhibit Gestalt Closure

Martin Wattenberg, Samy Bengio, Been Kim, 2021 .

Machine Learning for Multimodal Interaction, Third International Workshop, MLMI 2006, Bethesda, MD, USA, May 1-4, 2006, Revised Selected Papers

Samy Bengio, Steve Renals, Mlmi, 2006, MLMI.

Face authentication test on the BANCA database

LinLin Shen, Li Bai, Luc Vandendorpe, 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

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

Samy Bengio, Hélène Paugam-Moisy, Régis Martinez, 2007, ESANN.

Evaluation of Biometric Technology on XM2VTS

Samy Bengio, Sébastien Marcel, Johnny Mariéthoz, 2001 .

Local collaborative ranking

Samy Bengio, Yoram Singer, Guy Lebanon, 2014, WWW.

Large-Scale Object Classification Using Label Relation Graphs

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

Experimental Protocol on the BANCA Database

Samy Bengio, Frédéric Bimbot, Johnny Mariéthoz, 2002 .

Probabilistic Melodic Harmonization

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

Special Uses and Abuses of the Fiat-Shamir Passport Protocol

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

The MNIST Database of Handwritten upper-case letters

Samy Bengio, Haiyan Wang, 2002 .

LLORMA: Local Low-Rank Matrix Approximation

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

Large Scale Online Learning of Image Similarity through Ranking

Samy Bengio, Varun Sharma, Gal Chechik, 2009, IbPRIA.

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)..

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.

Invariances in kernel methods: From samples to objects

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

Evaluation of formant-like features on an automatic vowel classification task.

Samy Bengio, Bert Cranen, Hervé Bourlard, 2004, The Journal of the Acoustical Society of America.

From Samples to Objects in Kernel Methods

Samy Bengio, Alexei Pozdnoukhov, 2003 .

Scaling Large Learning Problems with Hard Parallel Mixtures

Samy Bengio, Yoshua Bengio, Ronan Collobert, 2002, SVM.

Towards Computer Understanding of Human Interactions

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

A Neural Network to Detect Homologies in Proteins

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

Predictive models for music

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

Identity Crisis: Memorization and Generalization under Extreme Overparameterization pdf

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

An EM Algorithm for Asynchronous Input/Output Hidden Markov Models

Samy Bengio, Yoshua Bengio, Yoshua Bengio, 1996 .

Torch: a modular machine learning software library

Samy Bengio, Johnny Mariéthoz, Ronan Collobert, 2002 .

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

Samy Bengio, Annie Gravey, Fabrice Clérot, 1997, Modelling and Evaluation of ATM Networks.

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

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

Tacotron: Towards End-to-End Speech Synthesis

Samy Bengio, Quoc V. Le, Navdeep Jaitly, 2017, INTERSPEECH.

Face Verification Using Synthesized Non-Frontal Models

Samy Bengio, Conrad Sanderson, Samy Bengio, 2003 .

Tensor2Tensor for Neural Machine Translation

Samy Bengio, Lukasz Kaiser, Ashish Vaswani, 2018, AMTA.

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

Arun Ross, Samy Bengio, Norman Poh, 2006 .

A Pragmatic View of the Application of HMM2 for ASR

Samy Bengio, Hervé Bourlard, Katrin Weber, 2001 .

Group Sparse Coding

Samy Bengio, Yoram Singer, Fernando Pereira, 2009, NIPS.

Online Policy Adaptation for Ensemble Algorithms

Samy Bengio, Christos Dimitrakakis, 2002 .

HMM2- a novel approach to HMM emission probability estimation

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

An Alternative To Silence Removal For Text-Independent Speaker Verification

Samy Bengio, Johnny Mariéthoz, 2003 .

Learning semantic relationships for better action retrieval in images

Samy Bengio, Fei-Fei Li, Congcong Li, 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Can Chimeric Persons Be Used in Multimodal Biometric Authentication Experiments?

Samy Bengio, Norman Poh, 2005, MLMI.

Sharp Minima Can Generalize For Deep Nets

Razvan Pascanu, Samy Bengio, Yoshua Bengio, 2017, ICML.

A Probabilistic Model for Chord Progressions

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

Machine Learning for Multimodal Interaction, First International Workshop,MLMI 2004, Martigny, Switzerland, June 21-23, 2004, Revised Selected Papers

Samy Bengio, Hervé Bourlard, Mlmi, 2004, MLMI.

USER AUTHENTICATION VIA ADAPTED GENERATIVE MODELS OF FACE IMAGES

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2004 .

Predicting the Generalization Gap in Deep Networks with Margin Distributions pdf

Hossein Mobahi, Samy Bengio, Yiding Jiang, 2018, ICLR.

Appreciation to IJCV Reviewers of 2016

Hakan Cevikalp, Rama Chellappa, Anoop Cherian, 2016, International Journal of Computer Vision.

A Parallel Mixture of SVMs for Very Large Scale Problems

Samy Bengio, Yoshua Bengio, Ronan Collobert, 2001, Neural Computation.

Non-Linear Variance Reduction Techniques in Biometric Authentication

Samy Bengio, Norman Poh, Samy Bengio, 2003 .

ADAPTED GENERATIVE MODELS FOR FACE VERIFICATION

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2003 .

Benchmarking Non-Parametric Statistical Tests

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

A Discriminative Decoder for the Recognition of Phoneme Sequences

Samy Bengio, David Grangier, 2005 .

A Study on Overfitting in Deep Reinforcement Learning pdf

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

Introduction to NIPS 2017 Competition Track

Sergio Escalera, Alexander I. Rudnicky, Sergey Levine, 2018 .

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

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

Using Web Co-occurrence Statistics for Improving Image Categorization pdf

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

Efficient Learning of Sparse Ranking Functions

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

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

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

On accuracy/robustness/complexity trade-offs in face verification

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2005, Third International Conference on Information Technology and Applications (ICITA'05).

N-gram Language Modeling using Recurrent Neural Network Estimation pdf

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

Spectral Subband Centroids as Complementary Features for Speaker Authentication

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

An Online Sequence-to-Sequence Model Using Partial Conditioning

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

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.

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..

Guest Editors' Introduction: Special Section on Learning Deep Architectures

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

Offline cursive word recognition using continuous density hidden Markov models trained with PCA or ICA features

Samy Bengio, Alessandro Vinciarelli, 2002, Object recognition supported by user interaction for service robots.

A gentle Hessian for efficient gradient descent

Samy Bengio, Ronan Collobert, 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

Nonlinear Analysis of Cognitive and Motor-related EEG Signals

Samy Bengio, Silvia Chiappa, 2003 .

Statistical Machine Learning for HCI

Samy Bengio, 2010 .

A Generative Model for Distance Patterns in Music

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

Links between perceptrons, MLPs and SVMs

Samy Bengio, Ronan Collobert, Samy Bengio, 2004, ICML.

Extreme Classification (Dagstuhl Seminar 18291)

Thorsten Joachims, Samy Bengio, Marius Kloft, 2018, Dagstuhl Reports.

The Handbook of Brain Theory and Neural Networks

Samy Bengio, Hervé Bourlard, Samy Bengio, 2002 .

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

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

Scalability Analysis of Audio-Visual Person Identity Verification

Luc Vandendorpe, Samy Bengio, Jacek Czyz, 2003, AVBPA.

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.

Theme Topic Mixture Model: A Graphical Model for Document Representation

Samy Bengio, Mikaela Keller, Samy Bengio, 2004 .

Increasing speech recognition robustness with HMM2

Samy Bengio, Hervé Bourlard, Katrin Weber, 2002, 2002 IEEE International Conference on Acoustics, Speech, and Signal Processing.

Improving Single Modal and Multimodal Biometric Authentication Using F-ratio Client-Dependent Normalisation

Samy Bengio, Norman Poh, 2004 .

Inferring document similarity from hyperlinks

Samy Bengio, David Grangier, 2005, CIKM '05.

Estimating the quality of face localization for face verification

Samy Bengio, Johnny Mariéthoz, Fabien Cardinaux, 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

A State-of-the-art Neural Network for Robust Face Verification

Samy Bengio, Sébastien Marcel, Christine Marcel, 2002 .

Fantastic Generalization Measures and Where to Find Them pdf

Hossein Mobahi, Samy Bengio, Behnam Neyshabur, 2019, ICLR.

A New Speech Recognition Baseline System for Numbers 95 Version 1.3 Based on Torch

Samy Bengio, Johnny Mariéthoz, 2004 .

Multimodal speech processing using asynchronous Hidden Markov Models

Samy Bengio, 2004, Inf. Fusion.

A multi-sample multi-source model for biometric authentication

Samy Bengio, Norman Poh, Jerzy J. Korczak, 2002, Proceedings of the 12th IEEE Workshop on Neural Networks for Signal Processing.

Offline recognition of large vocabulary cursive handwritten text

Samy Bengio, Horst Bunke, Alessandro Vinciarelli, 2003, Seventh International Conference on Document Analysis and Recognition, 2003. Proceedings..

Order Matters: Sequence to sequence for sets pdf

Samy Bengio, Oriol Vinyals, Manjunath Kudlur, 2015, ICLR.

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

Samy Bengio, Norman Poh, 2007, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07.

Augmenting Frontal Face Models for Non-Frontal Verification

Samy Bengio, Conrad Sanderson, Samy Bengio, 2003 .

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

Samy Bengio, Oriol Vinyals, Aniruddh Raghu, 2020, ICLR.

Scaling Large Learning Problems with Hard Parallel Mixtures

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

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

Samy Bengio, Norman Poh, 2004, MLMI.

HMM2- Extraction of Formant Features and their Use for Robust ASR

Samy Bengio, Hervé Bourlard, Katrin Weber, 2001 .

F-ratio client dependent normalisation for biometric authentication tasks

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

Telephone Conversation Speaker Diarization Using Mealy-HMMs

Samy Bengio, Jean-François Bonastre, Itshak Lapidot, 2014, Odyssey.

Improving Fusion with Margin-Derived Confidence in Biometric Authentication Tasks

Samy Bengio, Norman Poh, 2005, AVBPA.

On the Convergence of SVMTorch, an Algorithm for Large-Scale Regression Problems

Samy Bengio, Ronan Collobert, Samy Bengio, 2000 .

Phoneme and Sentence-Level Ensembles for Speech Recognition

Samy Bengio, Christos Dimitrakakis, 2011, EURASIP J. Audio Speech Music. Process..

Learning the decision function for speaker verification

Samy Bengio, Johnny Mariéthoz, 2001, 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221).

New Approaches Towards Robust and Adaptive Speech Recognition

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

Statistical transformations of frontal models for non-frontal face verification

Samy Bengio, Conrad Sanderson, 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

Investigating Lexical Substitution Scoring for Subtitle Generation

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

Area Attention pdf

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

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

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

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.

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

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

Boosting word error rates

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

Online adaptive policies for ensemble classifiers

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

An Investigation of Spectral Subband Centroids for Speaker Authentication

Samy Bengio, Conrad Sanderson, Norman Poh, 2003 .

A Max Kernel For Text-Independent Speaker Verification Systems

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2006 .

A Comparison of Adaptation Methods for Speaker Verification

Samy Bengio, Johnny Mariéthoz, Samy Bengio, 2001 .

Neural Combinatorial Optimization with Reinforcement Learning pdf

Samy Bengio, Quoc V. Le, Mohammad Norouzi, 2016, ICLR.

Speech & Face Based Biometric Authentication at Idiap Speech & Face Based Biometric Authentication at Idiap

Samy Bengio, Sébastien Marcel, Johnny Mariéthoz, 2003 .

Extracting information from multimedia meeting collections

Samy Bengio, Daniel Gatica-Perez, Dong Zhang, 2005, MIR '05.

Face verification using adapted generative models

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

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.

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).

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

Samy Bengio, Norman Poh, 2004, Odyssey.

A Margin-Based Measure of Generalization for Deep Networks

Hossein Mobahi, Samy Bengio, Yiding Jiang, 2019 .

Towards using hierarchical posteriors for flexible automatic speech recognition systems

Samy Bengio, Bertrand Mesot, Hervé Bourlard, 2004 .

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

Jason Weston, Samy Bengio, Nicolas Usunier, 2010, Machine Learning.

Evidences of Equal Error Rate Reduction in Biometric Authentication Fusion

Samy Bengio, Norman Poh, Samy Bengio, 2004 .

Transfusion: Understanding Transfer Learning with Applications to Medical Imaging pdf

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

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

Pascal Vincent, Samy Bengio, Yoshua Bengio, 2009, AISTATS.

SVMTorch: Support Vector Machines for Large-Scale Regression Problems

Samy Bengio, Ronan Collobert, Samy Bengio, 2001, J. Mach. Learn. Res..

Large-scale content-based audio retrieval from text queries

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

Learning to Remember Rare Events pdf

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

NeurIPS 2020 Competition: Predicting Generalization in Deep Learning pdf

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

Fast Decoding in Sequence Models using Discrete Latent Variables

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

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

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

Stochastic Learning of Strategic Equilibria for Auctions

Samy Bengio, Yoshua Bengio, Jacques Robert, 1999, Neural Computation.

Posterior based keyword spotting with a priori thresholds

Samy Bengio, Jithendra Vepa, Hervé Bourlard, 2006, INTERSPEECH.

The BANCA Database and Evaluation Protocol

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

Show and tell: A neural image caption generator

Samy Bengio, Dumitru Erhan, Oriol Vinyals, 2014, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Revisiting Distributed Synchronous SGD pdf

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

Improving face verification using skin color information

Samy Bengio, Sébastien Marcel, 2002, Object recognition supported by user interaction for service robots.

Measuring the performance of face localization systems

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

Hierarchical Multi-stream Posterior Based Speech Recognition System

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

Semi-supervised meeting event recognition with adapted HMMs

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

Adversarial Machine Learning at Scale pdf

Samy Bengio, Ian J. Goodfellow, Alexey Kurakin, 2016, ICLR.

Label Embedding Trees for Large Multi-Class Tasks

Jason Weston, Samy Bengio, David Grangier, 2010, NIPS.

Modeling Interactions from Email Communication

Samy Bengio, Daniel Gatica-Perez, Dong Zhang, 2006, 2006 IEEE International Conference on Multimedia and Expo.

Discrete Autoencoders for Sequence Models pdf

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

A Score-Level Fusion Benchmark Database for Biometric Authentication

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

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

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

HMM and IOHMM modeling of EEG rhythms for asynchronous BCI systems

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

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

Samy Bengio, Norman Poh, 2005, Multiple Classifier Systems.

Speech & face based biometric authentication at IDIAP

Samy Bengio, Sébastien Marcel, Johnny Mariéthoz, 2003, 2003 International Conference on Multimedia and Expo. ICME '03. Proceedings (Cat. No.03TH8698).

Probabilistic models for melodic prediction

Jean-François Paiement, Douglas Eck, Samy Bengio, 2009, Artif. Intell..

Writer adaptation techniques in off-line cursive word recognition

Samy Bengio, Alessandro Vinciarelli, 2002, Proceedings Eighth International Workshop on Frontiers in Handwriting Recognition.

Towards Robust and Adaptive Speech Recognition Models

Samy Bengio, Hervé Bourlard, Katrin Weber, 2002 .

Multi-modal audio-visual event recognition for football analysis

Jean-Marc Odobez, Samy Bengio, Mark Barnard, 2003, 2003 IEEE XIII Workshop on Neural Networks for Signal Processing (IEEE Cat. No.03TH8718).

Large Scale Online Learning of Image Similarity Through Ranking

Samy Bengio, Varun Sharma, Gal Chechik, 2009, J. Mach. Learn. Res..

Joint Training of Multi-Stream HMMs

Samy Bengio, 2005 .

Predicting Human Performance in Vertical Menu Selection Using Deep Learning

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

On the search for new learning rules for ANNs

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

Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods

Samy Bengio, Joseph Keshet, Samy Bengio, 2009 .

Exploiting Hyperlinks to Learn a Retrieval Model

Samy Bengio, David Grangier, 2005, NIPS 2005.

Biometric Person Authentication Is a Multiple Classifier Problem

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

Can Active Memory Replace Attention?

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

Transforming the feature vectors to improve HMM based cursive word recognition systems

Samy Bengio, Alessandro Vinciarelli, 2002 .

Device Placement Optimization with Reinforcement Learning

Samy Bengio, Naveen Kumar, Quoc V. Le, 2017, ICML.

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

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

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

Samy Bengio, Norman Poh, 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

Understanding deep learning requires rethinking generalization pdf

Samy Bengio, Oriol Vinyals, Benjamin Recht, 2016, ICLR.

Online policy adaptation for ensemble classifiers

Samy Bengio, Christos Dimitrakakis, 2004, ESANN.

Learning Influence among Interacting Markov Chains

Samy Bengio, Daniel Gatica-Perez, Dong Zhang, 2005, NIPS.

Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks

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

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.

Zero-Shot Learning by Convex Combination of Semantic Embeddings

Samy Bengio, Yoram Singer, Mohammad Norouzi, 2013, ICLR.

Kernel matching pursuit for large datasets

Jean-Philippe Thiran, Samy Bengio, Vlad Popovici, 2005, Pattern Recognit..

Delay learning and polychronization for reservoir computing

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

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.

Time-Dependent Representation for Neural Event Sequence Prediction pdf

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

Word embeddings for speech recognition

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

A Neural Network for Text Representation

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

Adversarial Attacks and Defences Competition pdf

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

Multi Channel Sequence Processing

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

Discriminative kernel-based phoneme sequence recognition

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

Shared Context Probabilistic Transducers

Samy Bengio, Yoshua Bengio, Yoram Singer, 1997, NIPS.

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

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

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

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

Textual Data Representation

Samy Bengio, Mikaela Keller, Samy Bengio, 2003 .

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.

Reward Augmented Maximum Likelihood for Neural Structured Prediction

Dale Schuurmans, Samy Bengio, Navdeep Jaitly, 2016, NIPS.

Tangent vector kernels for invariant image classification with SVMs

Samy Bengio, Alexei Pozdnoukhov, 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

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

Samy Bengio, Honglak Lee, Mohammad Norouzi, 2019 .

Insights on representational similarity in neural networks with canonical correlation

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

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

Samy Bengio, Norman Poh, Samy Bengio, 2004 .

A New Margin-Based Criterion for Efficient Gradient Descent

Samy Bengio, Ronan Collobert, 2003 .

Robust Features for Frontal Face Authentication in Difficult Image Conditions

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

User authentication via adapted statistical models of face images

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

On Performance / Robustness / Complexity Trade-Offs in Face Verification

Samy Bengio, Conrad Sanderson, Fabien Cardinaux, 2004 .

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).

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

Samy Bengio, Quoc V. Le, Navdeep Jaitly, 2017, ArXiv.

WSABIE: Scaling Up to Large Vocabulary Image Annotation

Jason Weston, Samy Bengio, Nicolas Usunier, 2011, IJCAI.

Large Scale Learning of a Joint Embedding Space

Samy Bengio, Samy Bengio, 2014, Odyssey.

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.

ADIOS: Architectures Deep In Output Space

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

RESEARCH ARTICLE Predictive Models for Music

Jean-François Paiement, Samy Bengio, Yves Grandvalet, 2008 .

Multimodal Authentication Using Asynchronous HMMs

Samy Bengio, Samy Bengio, 2003, AVBPA.

Learning to Retrieve Images from Text Queries with a Discriminative Model

Samy Bengio, David Grangier, Florent Monay, 2006, Adaptive Multimedia Retrieval.

Developing and enhancing posterior based speech recognition systems

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

Learnable Fourier Features for Multi-Dimensional Spatial Positional Encoding pdf

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

Understanding deep learning (still) requires rethinking generalization

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

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

Samy Bengio, Jon Kleinberg, Maithra Raghu, 2021, ArXiv.

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

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

Neural Networks Trained on Natural Scenes Exhibit Gestalt Closure

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

Variance Reduction Techniques in . . .

Samy Bengio, Norman Poh, Samy Bengio, 2003 .

12 Kernel Based Text-Independnent Speaker Verification

Samy Bengio, Johnny Mariéthoz, Yves Grandvalet, 2008 .

A Bayesian Framework for Score Normalization Techniques Applied to Text Independent Speaker Verification

Samy Bengio, Johnny Mariéthoz, 2004 .

A Generative Model for Rhythms

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

Towards Predicting Optimal Subsets of Base-Experts in Biometric Authentication Task

Samy Bengio, Norman Poh, 2004 .

Offline Recognition of Unconstrained Handwritten . . .

Samy Bengio, Horst Bunke, Samy Bengio, 2003 .

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

Samy Bengio, Johnny Mariéthoz, Christine Marcel, 2002 .

04-58 TOWARDS USING HIERARCHICAL POSTERIORS FOR FLEXIBLE AUTOMATIC SPEECH RECOGNITION SYSTEMS

Samy Bengio, Bertrand Mesot, Hervé Bourlard, 2004 .

Modeling interactions from email communications

Samy Bengio, Daniel Gatica-Perez, Deb Roy, 2006 .