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Samy Bengio

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

93

Venues

28

Active years

1987–2026

Best venue rank

A*

Where they publish

Papers

93 indexed papers, newest first.

YearVenueTitleAuthors
2026EACLReasoning's Razor: Reasoning Improves Accuracy but Hurts Recall at Critical Operating Points in Safety and Hallucination Detection.Atoosa Malemir Chegini, Hamid Kazemi, Garrett Souza, Maria Safi, Yang Song, Samy Bengio, Sinead Williamson, Mehrdad Farajtabar
2025ACLTiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining.Jeffrey Li, Mohammadreza Armandpour, Iman Mirzadeh, Sachin Mehta, Vaishaal Shankar, Raviteja Vemulapalli, Samy Bengio, Oncel Tuzel, Mehrdad Farajtabar, Hadi Pouransari, Fartash Faghri
2025ICLRGSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, Mehrdad Farajtabar
2024ICLRWhen can transformers reason with abstract symbols?Enric Boix-Adser, Omid Saremi, Emmanuel Abbe, Samy Bengio, Etai Littwin, Joshua M. Susskind
2024ICLRWhat 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
2023ICLRContinuous pseudo-labeling from the start.Dan Berrebbi, Ronan Collobert, Samy Bengio, Navdeep Jaitly, Tatiana Likhomanenko
2023ICMLGeneralization on the Unseen, Logic Reasoning and Degree Curriculum.Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2020ICLRFantastic Generalization Measures and Where to Find Them.Yiding Jiang, Behnam Neyshabur, Hossein Mobahi, Dilip Krishnan, Samy Bengio
2020ICLRRapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML.Aniruddh Raghu, Maithra Raghu, Samy Bengio, Oriol Vinyals
2020ICLRIdentity Crisis: Memorization and Generalization Under Extreme Overparameterization.Chiyuan Zhang, Samy Bengio, Moritz Hardt, Michael C. Mozer, Yoram Singer
2019CVPRYou Look Twice: GaterNet for Dynamic Filter Selection in CNNs.Zhourong Chen, Yang Li, Samy Bengio, Si Si
2019ICLRPredicting the Generalization Gap in Deep Networks with Margin Distributions.Yiding Jiang, Dilip Krishnan, Hossein Mobahi, Samy Bengio
2019ICMLArea Attention.Yang Li, Lukasz Kaiser, Samy Bengio, Si Si
2019KDDCluster-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
2018AMTATensor2Tensor for Neural Machine Translation.Ashish Vaswani, Samy Bengio, Eugene Brevdo, Franois Chollet, Aidan N. Gomez, Stephan Gouws, Llion Jones, Lukasz Kaiser, Nal Kalchbrenner, Niki Parmar, Ryan Sepassi, Noam Shazeer, Jakob Uszkoreit
2018CHIPredicting Human Performance in Vertical Menu Selection Using Deep Learning.Yang Li, Samy Bengio, Gilles Bailly
2018ICASSPOn Using Backpropagation for Speech Texture Generation and Voice Conversion.Jan Chorowski, Ron J. Weiss, Rif A. Saurous, Samy Bengio
2018ICLRTime-Dependent Representation for Neural Event Sequence Prediction.Yang Li, Nan Du, Samy Bengio
2018ICMLFast Decoding in Sequence Models Using Discrete Latent Variables.Lukasz Kaiser, Samy Bengio, Aurko Roy, Ashish Vaswani, Niki Parmar, Jakob Uszkoreit, Noam Shazeer
2017CVPRContext-Aware Captions from Context-Agnostic Supervision.Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik
2017ICLRNeural Combinatorial Optimization with Reinforcement Learning.Irwan Bello, Hieu Pham, Quoc V. Le, Mohammad Norouzi, Samy Bengio
2017ICLRDensity estimation using Real NVP.Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio
2017ICLRLearning to Remember Rare Events.Lukasz Kaiser, Ofir Nachum, Aurko Roy, Samy Bengio
2017ICLRAdversarial Machine Learning at Scale.Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
2017ICLRAdversarial examples in the physical world.Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
2017ICLRUnderstanding deep learning requires rethinking generalization.Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals
2017ICMLSharp Minima Can Generalize For Deep Nets.Laurent Dinh, Razvan Pascanu, Samy Bengio, Yoshua Bengio
2017ICMLDevice 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
2017InterspeechTacotron: 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
2016CoNLLGenerating Sentences from a Continuous Space.Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Jzefowicz, Samy Bengio
2016ICASSPEnd-to-end text-dependent speaker verification.Georg Heigold, Ignacio Moreno, Samy Bengio, Noam Shazeer
2016ICMLADIOS: Architectures Deep In Output Space.Moustapha Ciss, Maruan Al-Shedivat, Samy Bengio
2015CVPRLearning 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
2015CVPRShow and tell: A neural image caption generator.Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan
2015ICMISharing Representations for Long Tail Computer Vision Problems.Samy Bengio
2014ECCVLarge-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
2014InterspeechWord embeddings for speech recognition.Samy Bengio, Georg Heigold
2014WWWLocal collaborative ranking.Joonseok Lee, Samy Bengio, Seungyeon Kim, Guy Lebanon, Yoram Singer
2011IJCAIWSABIE: Scaling Up to Large Vocabulary Image Annotation.Jason Weston, Samy Bengio, Nicolas Usunier
2009IBPRIALarge Scale Online Learning of Image Similarity through Ranking.Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio
2008ICMLA distance model for rhythms.Jean-Franois Paiement, Yves Grandvalet, Samy Bengio, Douglas Eck
2007ESANNA supervised learning approach based on STDP and polychronization in spiking neuron networks.Hlne Paugam-Moisy, Rgis Martinez, Samy Bengio
2007ICASSPEstimating the Confidence Interval of Expected Performance Curve in Biometric Authentication using Joint Bootstrap.Norman Poh, Samy Bengio
2007InterspeechLearning the inter-frame distance for discriminative template-based keyword detection.David Grangier, Samy Bengio
2006AIProbabilistic Melodic Harmonization.Jean-Franois Paiement, Douglas Eck, Samy Bengio
2006CoNLLInvestigating Lexical Substitution Scoring for Subtitle Generation.Oren Glickman, Ido Dagan, Walter Daelemans, Mikaela Keller, Samy Bengio
2006DASWriter Identification for Smart Meeting Room Systems.Marcus Liwicki, Andreas Schlapbach, Horst Bunke, Samy Bengio, Johnny Marithoz, Jonas Richiardi
2006ICANNA Neural Network to Retrieve Images from Text Queries.David Grangier, Samy Bengio
2006ICASSPUsing More Informative Posterior Probabilities for Speech Recognition.Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Herv Bourlard
2006ICASSPUsing Chimeric Users to Construct Fusion Classifiers in Biometric Authentication Tasks: An Investigation.Norman Poh, Samy Bengio
2006ICASSPSemi-Supervised Kernel Methods for Regression Estimation.Alexei Pozdnoukhov, Samy Bengio
2006ICPRGraph-based transformation manifolds for invariant pattern recognition with kernel methods.Alexei Pozdnoukhov, Samy Bengio
2006ICPRGraph-based transformation manifolds for invariant pattern recognition with kernel methods.Alexei Pozdnoukhov, Samy Bengio
2006InterspeechDiscriminative kernel-based phoneme sequence recognition.Joseph Keshet, Shai Shalev-Shwartz, Samy Bengio, Yoram Singer, Dan Chazan
2006InterspeechPosterior based keyword spotting with a priori thresholds.Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Herv Bourlard
2005CIKMInferring document similarity from hyperlinks.David Grangier, Samy Bengio
2005CVPRSemi-Supervised Adapted HMMs for Unusual Event Detection.Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan
2005ICANNA Neural Network for Text Representation.Mikaela Keller, Samy Bengio
2005ICASSPBoosting word error rates.Christos Dimitrakakis, Samy Bengio
2005ICASSPDetecting Group Interest-Level in Meetings.Daniel Gatica-Perez, Iain McCowan, Dong Zhang, Samy Bengio
2005ICASSPF-ratio Client-Dependent Normalisation for Biometric Authentication Tasks.Norman Poh, Samy Bengio
2005ICITAOn Accuracy/Robustness/Complexity Trade-Offs in Face Verification.Conrad Sanderson, Fabien Cardinaux, Samy Bengio
2005ICMLA graphical model for chord progressions embedded in a psychoacoustic space.Jean-Franois Paiement, Douglas Eck, Samy Bengio, David Barber
2005InterspeechDeveloping and enhancing posterior based speech recognition systems.Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Herv Bourlard
2004CVPRModeling Individual and Group Actions in Meetings: A Two-Layer HMM Framework.Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan, Guillaume Lathoud
2004ESANNHMM and IOHMM modeling of EEG rhythms for asynchronous BCI systems.Silvia Chiappa, Nicolas Donckers, Samy Bengio, Frdric Vrins
2004ESANNOnline policy adaptation for ensemble classifiers.Christos Dimitrakakis, Samy Bengio
2004ICASSPA gentle Hessian for efficient gradient descent.Ronan Collobert, Samy Bengio
2004ICASSPBoosting HMMs with an application to speech recognition.Christos Dimitrakakis, Samy Bengio
2004ICASSPJoint decoding for phoneme-grapheme continuous speech recognition.Mathew Magimai-Doss, Samy Bengio, Herv Bourlard
2004ICASSPWhy do multi-stream, multi-band and multi-modal approaches work on biometric user authentication tasks?Norman Poh, Samy Bengio
2004ICIPEstimating the quality of face localization for face verification.Yann Rodriguez, Fabien Cardinaux, Samy Bengio, Johnny Marithoz
2004ICIPStatistical transformations of frontal models for non-frontal face verification.Conrad Sanderson, Samy Bengio
2004ICMLLinks between perceptrons, MLPs and SVMs.Ronan Collobert, Samy Bengio
2004ICPRFace Authentication Test on the BANCA Database.Kieron Messer, Josef Kittler, Mohammad Sadeghi, Miroslav Hamouz, Alexey Kostin, Fabien Cardinaux, Sbastien 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. Mller, Andreas Tewes, Christoph von der Malsburg, Rolf P. Wrtz, Zhenger Wang, Feng Xue, Yong Ma, Qiong Yang, Chi Fang, Xiaoqing Ding, Simon Lucey, Ralph Goss, Henry Schneiderman, Norman Poh, Yann Rodriguez
2004ICPRTangent Vector Kernels for Invariant Image Classification with SVMs.Alexei Pozdnoukhov, Samy Bengio
2003ICANNClient Dependent GMM-SVM Models for Speaker Verification.Quan Le, Samy Bengio
2003ICASSPModeling human interaction in meetings.Iain McCowan, Samy Bengio, Daniel Gatica-Perez, Guillaume Lathoud, Florent Monay, Darren Moore, Pierre Wellner, Herv Bourlard
2003ICASSPImproving face authentication using virtual samples.Norman Poh Hoon Thian, Sbastien Marcel, Samy Bengio
2003ICDAROffline Recognition of Large Vocabulary Cursive Handwritten Text.Alessandro Vinciarelli, Samy Bengio, Horst Bunke
2003ICIPOn automatic annotation of meeting databases.Mark Barnard, Samy Bengio, Herv Bourlard, Daniel Gatica-Perez, Iain McCowan
2002ICASSPIncreasing speech recognition robustness with HMM2.Katrin Weber, Samy Bengio, Herv Bourlard
2002ICFHRWriter adaptation techniques in off-line cursive word recognition.Alessandro Vinciarelli, Samy Bengio
2002ICPRImproving Face Verification Using Skin Color Information.Sbastien Marcel, Samy Bengio
2002ICPROffline Cursive Word Recognition using Continuous Density Hidden Markov Models Trained with PCA or ICA Features.Alessandro Vinciarelli, Samy Bengio
2002InterspeechA comparative study of adaptation methods for speaker verification.Johnny Marithoz, Samy Bengio
2002InterspeechEvaluation of formant-like features for ASR.Katrin Weber, Febe de Wet, Bert Cranen, Lou Boves, Samy Bengio, Herv Bourlard
2001ICASSPLearning the decision function for speaker verification.Samy Bengio, Johnny Marithoz
2001InterspeechHMM2- extraction of formant structures and their use for robust ASR.Katrin Weber, Samy Bengio, Herv Bourlard
2000InterspeechAutomatic speech recognition using dynamic bayesian networks with both acoustic and articulatory variables.Todd A. Stephenson, Herv Bourlard, Samy Bengio, Andrew C. Morris
2000InterspeechHMM2- a novel approach to HMM emission probability estimation.Katrin Weber, Samy Bengio, Herv Bourlard
1994ICECUse of Genetic Programming for the Search of a New Learning Rule for Neural Networks.Samy Bengio, Yoshua Bengio, Jocelyn Cloutier
1987CRYPTOSpecial Uses and Abuses of the Fiat-Shamir Passport Protocol.Yvo Desmedt, Claude Goutier, Samy Bengio