Samy Bengio - RankMe

293 papers A* 37A 18B 9C 1Misc 5Journal 122Unranked 96

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	ASTRA-bench: Evaluating Tool-Use Agent Reasoning and Action Planning with Personal User Context. CoRR Zidi Xiu, David Q. Sun, Kevin Cheng, Maitrik Patel, Josh Date, Yizhe Zhang, Jiarui Lu, Omar Attia, Raviteja Vemulapalli, Oncel Tuzel, Meng Cao, Samy Bengio
2026	—	`conf`	Reasoning's Razor: Reasoning Improves Accuracy but Hurts Recall at Critical Operating Points in Safety and Hallucination Detection. EACL (Volume 1: Long Papers) Atoosa Malemir Chegini, Hamid Kazemi, Garrett Souza, Maria Safi, Yang Song, Samy Bengio, Sinead Williamson, Mehrdad Farajtabar
2025	J	`jnl`	AbstRaL: Augmenting LLMs' Reasoning by Reinforcing Abstract Thinking. CoRR Silin Gao, Antoine Bosselut, Samy Bengio, Emmanuel Abbe
2025	A*	`conf`	GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models. ICLR Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, Mehrdad Farajtabar
2025	J	`jnl`	RL for Reasoning by Adaptively Revealing Rationales. CoRR Mohammad Hossein Amani, Aryo Lotfi, Nicolas Mario Baldwin, Samy Bengio, Mehrdad Farajtabar, Emmanuel Abbe, Robert West
2025	J	`jnl`	Reasoning's Razor: Reasoning Improves Accuracy but Can Hurt Recall at Critical Operating Points in Safety and Hallucination Detection. CoRR Atoosa Malemir Chegini, Hamid Kazemi, Garrett Souza, Maria Safi, Yang Song, Samy Bengio, Sinead Williamson, Mehrdad Farajtabar
2025	J	`jnl`	Reversal Blessing: Thinking Backward May Outpace Thinking Forward in Multi-choice Questions. CoRR Yizhe Zhang, Richard He Bai, Zijin Gu, Ruixiang Zhang, Jiatao Gu, Emmanuel Abbe, Samy Bengio, Navdeep Jaitly
2025	J	`jnl`	The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity. CoRR Parshin Shojaee, Iman Mirzadeh, Keivan Alizadeh, Maxwell Horton, Samy Bengio, Mehrdad Farajtabar
2025	—	`conf`	TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining. ACL (1) Jeffrey Li, Mohammadreza Armandpour, Iman Mirzadeh, Sachin Mehta, Vaishaal Shankar, Raviteja Vemulapalli, Samy Bengio, Oncel Tuzel, Mehrdad Farajtabar, Hadi Pouransari, Fartash Faghri
2025	J	`jnl`	TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining. CoRR Jeffrey Li, Mohammadreza Armandpour, Iman Mirzadeh, Sachin Mehta, Vaishaal Shankar, Raviteja Vemulapalli, Samy Bengio, Oncel Tuzel, Mehrdad Farajtabar, Hadi Pouransari, Fartash Faghri
2024	J	`jnl`	GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models. CoRR Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, Mehrdad Farajtabar
2024	J	`jnl`	Generalization on the Unseen, Logic Reasoning and Degree Curriculum. J. Mach. Learn. Res. Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2024	A*	`conf`	How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad. NeurIPS Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi
2024	J	`jnl`	How Far Can Transformers Reason? The Locality Barrier and Inductive Scratchpad. CoRR Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi
2024	J	`jnl`	Visual Scratchpads: Enabling Global Reasoning in Vision. CoRR Aryo Lotfi, Enrico Fini, Samy Bengio, Moin Nabi, Emmanuel Abbe
2024	A*	`conf`	What Algorithms can Transformers Learn? A Study in Length Generalization. ICLR Hattie Zhou, Arwen Bradley, Etai Littwin, Noam Razin, Omid Saremi, Joshua M. Susskind, Samy Bengio, Preetum Nakkiran
2024	A*	`conf`	When can transformers reason with abstract symbols? ICLR Enric Boix-Adserà, Omid Saremi, Emmanuel Abbe, Samy Bengio, Etai Littwin, Joshua M. Susskind
2023	J	`jnl`	Adaptivity and Modularity for Efficient Generalization Over Task Complexity. CoRR Samira Abnar, Omid Saremi, Laurent Dinh, Shantel Wilson, Miguel Ángel Bautista, Chen Huang, Vimal Thilak, Etai Littwin, Jiatao Gu, Josh M. Susskind, Samy Bengio
2023	J	`jnl`	Boolformer: Symbolic Regression of Logic Functions with Transformers. CoRR Stéphane d'Ascoli, Samy Bengio, Josh M. Susskind, Emmanuel Abbe
2023	A*	`conf`	Continuous pseudo-labeling from the start. ICLR Dan Berrebbi, Ronan Collobert, Samy Bengio, Navdeep Jaitly, Tatiana Likhomanenko
2023	A*	`conf`	Generalization on the Unseen, Logic Reasoning and Degree Curriculum. ICML Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2023	J	`jnl`	Generalization on the Unseen, Logic Reasoning and Degree Curriculum. CoRR Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2023	A*	`conf`	Transformers learn through gradual rank increase. NeurIPS Emmanuel Abbe, Samy Bengio, Enric Boix-Adserà, Etai Littwin, Joshua M. Susskind
2023	J	`jnl`	Transformers learn through gradual rank increase. CoRR Enric Boix-Adserà, Etai Littwin, Emmanuel Abbe, Samy Bengio, Joshua M. Susskind
2023	J	`jnl`	What Algorithms can Transformers Learn? A Study in Length Generalization. CoRR Hattie Zhou, Arwen Bradley, Etai Littwin, Noam Razin, Omid Saremi, Josh M. Susskind, Samy Bengio, Preetum Nakkiran
2023	J	`jnl`	When can transformers reason with abstract symbols? CoRR Enric Boix-Adserà, Omid Saremi, Emmanuel Abbe, Samy Bengio, Etai Littwin, Joshua M. Susskind
2022	J	`jnl`	Are All Layers Created Equal? J. Mach. Learn. Res. Chiyuan Zhang, Samy Bengio, Yoram Singer
2022	J	`jnl`	Continuous Pseudo-Labeling from the Start. CoRR Dan Berrebbi, Ronan Collobert, Samy Bengio, Navdeep Jaitly, Tatiana Likhomanenko
2022	—	`conf`	Continuous Soft Pseudo-Labeling in ASR. ICBINB Tatiana Likhomanenko, Ronan Collobert, Navdeep Jaitly, Samy Bengio
2022	J	`jnl`	Continuous Soft Pseudo-Labeling in ASR. CoRR Tatiana Likhomanenko, Ronan Collobert, Navdeep Jaitly, Samy Bengio
2022	A*	`conf`	Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures. NeurIPS Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon M. Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang
2022	J	`jnl`	Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures. CoRR Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon M. Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang
2021	A*	`conf`	Improving Anytime Prediction with Parallel Cascaded Networks and a Temporal-Difference Loss. NeurIPS Michael L. Iuzzolino, Michael C. Mozer, Samy Bengio
2021	J	`jnl`	Learnable Fourier Features for Multi-Dimensional Spatial Positional Encoding. CoRR Yang Li, Si Si, Gang Li, Cho-Jui Hsieh, Samy Bengio
2021	A*	`conf`	Learnable Fourier Features for Multi-dimensional Spatial Positional Encoding. NeurIPS Yang Li, Si Si, Gang Li, Cho-Jui Hsieh, Samy Bengio
2021	J	`jnl`	Pointer Value Retrieval: A new benchmark for understanding the limits of neural network generalization. CoRR Chiyuan Zhang, Maithra Raghu, Jon M. Kleinberg, Samy Bengio
2021	J	`jnl`	Training cascaded networks for speeded decisions using a temporal-difference loss. CoRR Michael L. Iuzzolino, Michael C. Mozer, Samy Bengio
2021	J	`jnl`	Understanding deep learning (still) requires rethinking generalization. Commun. ACM Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals
2020	J	`jnl`	Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders. CoRR Yang Li, Julien Amelot, Xin Zhou, Samy Bengio, Si Si
2020	J	`jnl`	Characterising Bias in Compressed Models. CoRR Sara Hooker, Nyalleng Moorosi, Gregory Clark, Samy Bengio, Emily Denton
2020	J	`jnl`	Data Augmentation via Structured Adversarial Perturbations. CoRR Calvin Luo, Hossein Mobahi, Samy Bengio
2020	A*	`conf`	Fantastic Generalization Measures and Where to Find Them. ICLR Yiding Jiang, Behnam Neyshabur, Hossein Mobahi, Dilip Krishnan, Samy Bengio
2020	A*	`conf`	Identity Crisis: Memorization and Generalization Under Extreme Overparameterization. ICLR Chiyuan Zhang, Samy Bengio, Moritz Hardt, Michael C. Mozer, Yoram Singer
2020	A*	`conf`	Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards. NeurIPS Yijie Guo, Jongwook Choi, Marcin Moczulski, Shengyu Feng, Samy Bengio, Mohammad Norouzi, Honglak Lee
2020	—	`conf`	Methods and Analysis of The First Competition in Predicting Generalization of Deep Learning. NeurIPS (Competition and Demos) 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
2020	J	`jnl`	NeurIPS 2020 Competition: Predicting Generalization in Deep Learning. CoRR Yiding Jiang, Pierre Foret, Scott Yak, Daniel M. Roy, Hossein Mobahi, Gintare Karolina Dziugaite, Samy Bengio, Suriya Gunasekar, Isabelle Guyon, Behnam Neyshabur
2020	A*	`conf`	Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML. ICLR Aniruddh Raghu, Maithra Raghu, Samy Bengio, Oriol Vinyals
2019	J	`jnl`	A Closed-Form Learned Pooling for Deep Classification Networks. CoRR Vighnesh Birodkar, Hossein Mobahi, Dilip Krishnan, Samy Bengio
2019	J	`jnl`	Are All Layers Created Equal? CoRR Chiyuan Zhang, Samy Bengio, Yoram Singer
2019	A*	`conf`	Area Attention. ICML Yang Li, Lukasz Kaiser, Samy Bengio, Si Si
2019	A*	`conf`	Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks. KDD Wei-Lin Chiang, Xuanqing Liu, Si Si, Yang Li, Samy Bengio, Cho-Jui Hsieh
2019	J	`jnl`	Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks. CoRR Wei-Lin Chiang, Xuanqing Liu, Si Si, Yang Li, Samy Bengio, Cho-Jui Hsieh
2019	J	`jnl`	Do Neural Networks Show Gestalt Phenomena? An Exploration of the Law of Closure. CoRR Been Kim, Emily Reif, Martin Wattenberg, Samy Bengio
2019	J	`jnl`	Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy. CoRR Yijie Guo, Jongwook Choi, Marcin Moczulski, Samy Bengio, Mohammad Norouzi, Honglak Lee
2019	J	`jnl`	Fantastic Generalization Measures and Where to Find Them. CoRR Yiding Jiang, Behnam Neyshabur, Hossein Mobahi, Dilip Krishnan, Samy Bengio
2019	J	`jnl`	Identity Crisis: Memorization and Generalization under Extreme Overparameterization. CoRR Chiyuan Zhang, Samy Bengio, Moritz Hardt, Yoram Singer
2019	J	`jnl`	Parallel Scheduled Sampling. CoRR Daniel Duckworth, Arvind Neelakantan, Ben Goodrich, Lukasz Kaiser, Samy Bengio
2019	—	`conf`	Predicting the Generalization Gap in Deep Networks with Margin Distributions. ICLR (Poster) Yiding Jiang, Dilip Krishnan, Hossein Mobahi, Samy Bengio
2019	J	`jnl`	Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML. CoRR Aniruddh Raghu, Maithra Raghu, Samy Bengio, Oriol Vinyals
2019	J	`jnl`	Semantic Redundancies in Image-Classification Datasets: The 10% You Don't Need. CoRR Vighnesh Birodkar, Hossein Mobahi, Samy Bengio
2019	A*	`conf`	Transfusion: Understanding Transfer Learning for Medical Imaging. NeurIPS Maithra Raghu, Chiyuan Zhang, Jon M. Kleinberg, Samy Bengio
2019	J	`jnl`	Transfusion: Understanding Transfer Learning with Applications to Medical Imaging. CoRR Maithra Raghu, Chiyuan Zhang, Jon M. Kleinberg, Samy Bengio
2019	J	`jnl`	Unsupervised Speech Representation Learning Using WaveNet Autoencoders. IEEE ACM Trans. Audio Speech Lang. Process. Jan Chorowski, Ron J. Weiss, Samy Bengio, Aäron van den Oord
2019	J	`jnl`	Unsupervised speech representation learning using WaveNet autoencoders. CoRR Jan Chorowski, Ron J. Weiss, Samy Bengio, Aäron van den Oord
2019	A*	`conf`	You Look Twice: GaterNet for Dynamic Filter Selection in CNNs. CVPR Zhourong Chen, Yang Li, Samy Bengio, Si Si
2018	J	`jnl`	A Study on Overfitting in Deep Reinforcement Learning. CoRR Chiyuan Zhang, Oriol Vinyals, Rémi Munos, Samy Bengio
2018	A*	`ed.`	Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, December 3-8, 2018, Montréal, Canada. NeurIPS Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, Roman Garnett
2018	J	`jnl`	Adversarial Attacks and Defences Competition. CoRR 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
2018	J	`jnl`	Area Attention. CoRR Yang Li, Lukasz Kaiser, Samy Bengio, Si Si
2018	A*	`conf`	Content preserving text generation with attribute controls. NeurIPS Lajanugen Logeswaran, Honglak Lee, Samy Bengio
2018	J	`jnl`	Content preserving text generation with attribute controls. CoRR Lajanugen Logeswaran, Honglak Lee, Samy Bengio
2018	J	`jnl`	Discrete Autoencoders for Sequence Models. CoRR Lukasz Kaiser, Samy Bengio
2018	J	`jnl`	Extreme Classification (Dagstuhl Seminar 18291). Dagstuhl Reports Samy Bengio, Krzysztof Dembczynski, Thorsten Joachims, Marius Kloft, Manik Varma
2018	A*	`conf`	Fast Decoding in Sequence Models Using Discrete Latent Variables. ICML Lukasz Kaiser, Samy Bengio, Aurko Roy, Ashish Vaswani, Niki Parmar, Jakob Uszkoreit, Noam Shazeer
2018	J	`jnl`	Fast Decoding in Sequence Models using Discrete Latent Variables. CoRR Lukasz Kaiser, Aurko Roy, Ashish Vaswani, Niki Parmar, Samy Bengio, Jakob Uszkoreit, Noam Shazeer
2018	J	`jnl`	GaterNet: Dynamic Filter Selection in Convolutional Neural Network via a Dedicated Global Gating Network. CoRR Zhourong Chen, Yang Li, Samy Bengio, Si Si
2018	A*	`conf`	Insights on representational similarity in neural networks with canonical correlation. NeurIPS Ari S. Morcos, Maithra Raghu, Samy Bengio
2018	J	`jnl`	Insights on representational similarity in neural networks with canonical correlation. CoRR Ari S. Morcos, Maithra Raghu, Samy Bengio
2018	A*	`conf`	Large Margin Deep Networks for Classification. NeurIPS Gamaleldin F. Elsayed, Dilip Krishnan, Hossein Mobahi, Kevin Regan, Samy Bengio
2018	J	`jnl`	Large Margin Deep Networks for Classification. CoRR Gamaleldin F. Elsayed, Dilip Krishnan, Hossein Mobahi, Kevin Regan, Samy Bengio
2018	Misc	`conf`	On Using Backpropagation for Speech Texture Generation and Voice Conversion. ICASSP Jan Chorowski, Ron J. Weiss, Rif A. Saurous, Samy Bengio
2018	—	`ch.`	Perspectives on predictive power of multimodal deep learning: surprises and future directions. The Handbook of Multimodal-Multisensor Interfaces, Volume 2 (2) Samy Bengio, Li Deng, Louis-Philippe Morency, Björn W. Schuller
2018	A*	`conf`	Predicting Human Performance in Vertical Menu Selection Using Deep Learning. CHI Yang Li, Samy Bengio, Gilles Bailly
2018	J	`jnl`	Predicting Human Performance in Vertical Menu Selection Using Deep Learning. CoRR Yang Li, Samy Bengio, Gilles Bailly
2018	J	`jnl`	Predicting the Generalization Gap in Deep Networks with Margin Distributions. CoRR Yiding Jiang, Dilip Krishnan, Hossein Mobahi, Samy Bengio
2018	—	`conf`	Tensor2Tensor for Neural Machine Translation. AMTA (1) 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
2018	J	`jnl`	Tensor2Tensor for Neural Machine Translation. CoRR 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
2018	—	`conf`	Time-Dependent Representation for Neural Event Sequence Prediction. ICLR (Workshop) Yang Li, Nan Du, Samy Bengio
2017	—	`ed.`	Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4-9, 2017, Long Beach, CA, USA Isabelle Guyon, Ulrike von Luxburg, Samy Bengio, Hanna M. Wallach, Rob Fergus, S. V. N. Vishwanathan, Roman Garnett
2017	—	`conf`	Adversarial Machine Learning at Scale. ICLR (Poster) Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
2017	—	`conf`	Adversarial examples in the physical world. ICLR (Workshop) Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
2017	A*	`conf`	Context-Aware Captions from Context-Agnostic Supervision. CVPR Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik
2017	J	`jnl`	Context-aware Captions from Context-agnostic Supervision. CoRR Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik
2017	—	`conf`	Density estimation using Real NVP. ICLR (Poster) Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio
2017	A*	`conf`	Device Placement Optimization with Reinforcement Learning. ICML Azalia Mirhoseini, Hieu Pham, Quoc V. Le, Benoit Steiner, Rasmus Larsen, Yuefeng Zhou, Naveen Kumar, Mohammad Norouzi, Samy Bengio, Jeff Dean
2017	J	`jnl`	Device Placement Optimization with Reinforcement Learning. CoRR Azalia Mirhoseini, Hieu Pham, Quoc V. Le, Benoit Steiner, Rasmus Larsen, Yuefeng Zhou, Naveen Kumar, Mohammad Norouzi, Samy Bengio, Jeff Dean
2017	—	`conf`	Learning to Remember Rare Events. ICLR (Poster) Lukasz Kaiser, Ofir Nachum, Aurko Roy, Samy Bengio
2017	J	`jnl`	Learning to Remember Rare Events. CoRR Lukasz Kaiser, Ofir Nachum, Aurko Roy, Samy Bengio
2017	J	`jnl`	N-gram Language Modeling using Recurrent Neural Network Estimation. CoRR Ciprian Chelba, Mohammad Norouzi, Samy Bengio
2017	—	`conf`	Neural Combinatorial Optimization with Reinforcement Learning. ICLR (Workshop) Irwan Bello, Hieu Pham, Quoc V. Le, Mohammad Norouzi, Samy Bengio
2017	J	`jnl`	On Using Backpropagation for Speech Texture Generation and Voice Conversion. CoRR Jan Chorowski, Ron J. Weiss, Rif A. Saurous, Samy Bengio
2017	A*	`conf`	Sharp Minima Can Generalize For Deep Nets. ICML Laurent Dinh, Razvan Pascanu, Samy Bengio, Yoshua Bengio
2017	J	`jnl`	Sharp Minima Can Generalize For Deep Nets. CoRR Laurent Dinh, Razvan Pascanu, Samy Bengio, Yoshua Bengio
2017	J	`jnl`	Show and Tell: Lessons Learned from the 2015 MSCOCO Image Captioning Challenge. IEEE Trans. Pattern Anal. Mach. Intell. Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan
2017	J	`jnl`	Tacotron: A Fully End-to-End Text-To-Speech Synthesis Model. CoRR 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
2017	A	`conf`	Tacotron: Towards End-to-End Speech Synthesis. INTERSPEECH 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
2017	J	`jnl`	Time-Dependent Representation for Neural Event Sequence Prediction. CoRR Yang Li, Nan Du, Samy Bengio
2017	—	`conf`	Understanding deep learning requires rethinking generalization. ICLR Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals
2016	A*	`conf`	ADIOS: Architectures Deep In Output Space. ICML Moustapha Cissé, Maruan Al-Shedivat, Samy Bengio
2016	J	`jnl`	Adversarial Machine Learning at Scale. CoRR Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
2016	J	`jnl`	Adversarial examples in the physical world. CoRR Alexey Kurakin, Ian J. Goodfellow, Samy Bengio
2016	—	`conf`	An Online Sequence-to-Sequence Model Using Partial Conditioning. NIPS Navdeep Jaitly, Quoc V. Le, Oriol Vinyals, Ilya Sutskever, David Sussillo, Samy Bengio
2016	—	`conf`	Can Active Memory Replace Attention? NIPS Lukasz Kaiser, Samy Bengio
2016	J	`jnl`	Can Active Memory Replace Attention? CoRR Lukasz Kaiser, Samy Bengio
2016	J	`jnl`	Density estimation using Real NVP. CoRR Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio
2016	Misc	`conf`	End-to-end text-dependent speaker verification. ICASSP Georg Heigold, Ignacio Moreno, Samy Bengio, Noam Shazeer
2016	B	`conf`	Generating Sentences from a Continuous Space. CoNLL Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Józefowicz, Samy Bengio
2016	J	`jnl`	LLORMA: Local Low-Rank Matrix Approximation. J. Mach. Learn. Res. Joonseok Lee, Seungyeon Kim, Guy Lebanon, Yoram Singer, Samy Bengio
2016	J	`jnl`	Neural Combinatorial Optimization with Reinforcement Learning. CoRR Irwan Bello, Hieu Pham, Quoc V. Le, Mohammad Norouzi, Samy Bengio
2016	A*	`conf`	Order Matters: Sequence to sequence for sets. ICLR (Poster) Oriol Vinyals, Samy Bengio, Manjunath Kudlur
2016	J	`jnl`	Revisiting Distributed Synchronous SGD. CoRR Jianmin Chen, Rajat Monga, Samy Bengio, Rafal Józefowicz
2016	—	`conf`	Reward Augmented Maximum Likelihood for Neural Structured Prediction. NIPS Mohammad Norouzi, Samy Bengio, Zhifeng Chen, Navdeep Jaitly, Mike Schuster, Yonghui Wu, Dale Schuurmans
2016	J	`jnl`	Reward Augmented Maximum Likelihood for Neural Structured Prediction. CoRR Mohammad Norouzi, Samy Bengio, Zhifeng Chen, Navdeep Jaitly, Mike Schuster, Yonghui Wu, Dale Schuurmans
2016	J	`jnl`	Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge. CoRR Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan
2016	J	`jnl`	Understanding deep learning requires rethinking generalization. CoRR Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals
2015	J	`jnl`	An Online Sequence-to-Sequence Model Using Partial Conditioning. CoRR Navdeep Jaitly, Quoc V. Le, Oriol Vinyals, Ilya Sutskever, Samy Bengio
2015	J	`jnl`	End-to-End Text-Dependent Speaker Verification. CoRR Georg Heigold, Ignacio Moreno, Samy Bengio, Noam Shazeer
2015	J	`jnl`	Generating Sentences from a Continuous Space. CoRR Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Józefowicz, Samy Bengio
2015	A*	`conf`	Learning semantic relationships for better action retrieval in images. CVPR Vignesh Ramanathan, Congcong Li, Jia Deng, Wei Han, Zhen Li, Kunlong Gu, Yang Song, Samy Bengio, Chuck Rosenberg, Li Fei-Fei
2015	—	`conf`	Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks. NIPS Samy Bengio, Oriol Vinyals, Navdeep Jaitly, Noam Shazeer
2015	J	`jnl`	Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks. CoRR Samy Bengio, Oriol Vinyals, Navdeep Jaitly, Noam Shazeer
2015	B	`conf`	Sharing Representations for Long Tail Computer Vision Problems. ICMI Samy Bengio
2015	A*	`conf`	Show and tell: A neural image caption generator. CVPR Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan
2014	—	`conf`	Large Scale Learning of a Joint Embedding Space. Odyssey Samy Bengio
2014	—	`conf`	Large-Scale Object Classification Using Label Relation Graphs. ECCV (1) Jia Deng, Nan Ding, Yangqing Jia, Andrea Frome, Kevin Murphy, Samy Bengio, Yuan Li, Hartmut Neven, Hartwig Adam
2014	A*	`conf`	Local collaborative ranking. WWW Joonseok Lee, Samy Bengio, Seungyeon Kim, Guy Lebanon, Yoram Singer
2014	J	`jnl`	Show and Tell: A Neural Image Caption Generator. CoRR Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan
2014	—	`conf`	Telephone Conversation Speaker Diarization Using Mealy-HMMs. Odyssey Jean-François Bonastre, Itshak Lapidot, Samy Bengio
2014	J	`jnl`	Training highly multiclass classifiers. J. Mach. Learn. Res. Maya R. Gupta, Samy Bengio, Jason Weston
2014	A	`conf`	Word embeddings for speech recognition. INTERSPEECH Samy Bengio, Georg Heigold
2014	—	`conf`	Zero-Shot Learning by Convex Combination of Semantic Embeddings. ICLR Mohammad Norouzi, Tomás Mikolov, Samy Bengio, Yoram Singer, Jonathon Shlens, Andrea Frome, Greg Corrado, Jeffrey Dean
2013	—	`conf`	DeViSE: A Deep Visual-Semantic Embedding Model. NIPS Andrea Frome, Gregory S. Corrado, Jonathon Shlens, Samy Bengio, Jeffrey Dean, Marc'Aurelio Ranzato, Tomás Mikolov
2013	—	`conf`	Efficient Learning of Sparse Ranking Functions. Empirical Inference Mark Stevens, Samy Bengio, Yoram Singer
2013	J	`jnl`	Guest Editors' Introduction: Special Section on Learning Deep Architectures. IEEE Trans. Pattern Anal. Mach. Intell. Samy Bengio, Li Deng, Hugo Larochelle, Honglak Lee, Ruslan Salakhutdinov
2013	J	`jnl`	Using Web Co-occurrence Statistics for Improving Image Categorization. CoRR Samy Bengio, Jeffrey Dean, Dumitru Erhan, Eugene Ie, Quoc V. Le, Andrew Rabinovich, Jonathon Shlens, Yoram Singer
2011	J	`jnl`	Large-Scale Music Annotation and Retrieval: Learning to Rank in Joint Semantic Spaces CoRR Jason Weston, Samy Bengio, Philippe Hamel
2011	J	`jnl`	Phoneme and Sentence-Level Ensembles for Speech Recognition. EURASIP J. Audio Speech Music. Process. Christos Dimitrakakis, Samy Bengio
2011	A*	`conf`	WSABIE: Scaling Up to Large Vocabulary Image Annotation. IJCAI Jason Weston, Samy Bengio, Nicolas Usunier
2010	J	`jnl`	Introduction to the Issue on Statistical Learning Methods for Speech and Language Processing. IEEE J. Sel. Top. Signal Process. Xiaodong He, Li Deng, Roland Kuhn, Helen M. Meng, Samy Bengio
2010	—	`conf`	Label Embedding Trees for Large Multi-Class Tasks. NIPS Samy Bengio, Jason Weston, David Grangier
2010	J	`jnl`	Large Scale Online Learning of Image Similarity Through Ranking. J. Mach. Learn. Res. Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio
2010	J	`jnl`	Large scale image annotation: learning to rank with joint word-image embeddings. Mach. Learn. Jason Weston, Samy Bengio, Nicolas Usunier
2010	J	`jnl`	Sound Retrieval and Ranking Using Sparse Auditory Representations. Neural Comput. Richard F. Lyon, Martin Rehn, Samy Bengio, Thomas C. Walters, Gal Chechik
2010	J	`jnl`	Why Does Unsupervised Pre-training Help Deep Learning? J. Mach. Learn. Res. Dumitru Erhan, Yoshua Bengio, Aaron C. Courville, Pierre-Antoine Manzagol, Pascal Vincent, Samy Bengio
2009	—	`conf`	An Online Algorithm for Large Scale Image Similarity Learning. NIPS Gal Chechik, Uri Shalit, Varun Sharma, Samy Bengio
2009	J	`jnl`	Discriminative keyword spotting. Speech Commun. Joseph Keshet, David Grangier, Samy Bengio
2009	—	`conf`	Group Sparse Coding. NIPS Samy Bengio, Fernando C. N. Pereira, Yoram Singer, Dennis Strelow
2009	Misc	`conf`	Large Scale Online Learning of Image Similarity through Ranking. IbPRIA Gal Chechik, Varun Sharma, Uri Shalit, Samy Bengio
2009	J	`jnl`	Predictive models for music. Connect. Sci. Jean-François Paiement, Yves Grandvalet, Samy Bengio
2009	J	`jnl`	Probabilistic models for melodic prediction. Artif. Intell. Jean-François Paiement, Samy Bengio, Douglas Eck
2009	A	`conf`	The Difficulty of Training Deep Architectures and the Effect of Unsupervised Pre-Training. AISTATS Dumitru Erhan, Pierre-Antoine Manzagol, Yoshua Bengio, Samy Bengio, Pascal Vincent
2008	J	`jnl`	A Discriminative Kernel-Based Approach to Rank Images from Text Queries. IEEE Trans. Pattern Anal. Mach. Intell. David Grangier, Samy Bengio
2008	A*	`conf`	A distance model for rhythms. ICML Jean-François Paiement, Yves Grandvalet, Samy Bengio, Douglas Eck
2008	J	`jnl`	Delay learning and polychronization for reservoir computing. Neurocomputing Hélène Paugam-Moisy, Régis Martinez, Samy Bengio
2008	—	`conf`	Large-scale content-based audio retrieval from text queries. Multimedia Information Retrieval Gal Chechik, Eugene Ie, Martin Rehn, Samy Bengio, Dick Lyon
2007	J	`jnl`	A kernel trick for sequences applied to text-independent speaker verification systems. Pattern Recognit. Johnny Mariéthoz, Samy Bengio
2007	B	`conf`	A supervised learning approach based on STDP and polychronization in spiking neuron networks. ESANN Hélène Paugam-Moisy, Régis Martinez, Samy Bengio
2007	—	`conf`	Biometric Person Authentication Is a Multiple Classifier Problem. MCS Samy Bengio, Johnny Mariéthoz
2007	—	`conf`	Estimating the Confidence Interval of Expected Performance Curve in Biometric Authentication using Joint Bootstrap. ICASSP (2) Norman Poh, Samy Bengio
2007	A	`conf`	Exploring Contextual Information in a Layered Framework for Group Action Recognition. ICME Dong Zhang, Samy Bengio
2007	A	`conf`	Learning the inter-frame distance for discriminative template-based keyword detection. INTERSPEECH David Grangier, Samy Bengio
2007	J	`jnl`	Performance Generalization in Biometric Authentication Using Joint User-Specific and Sample Bootstraps. IEEE Trans. Pattern Anal. Mach. Intell. Norman Poh, Alvin Martin, Samy Bengio
2007	J	`jnl`	The Need for Open Source Software in Machine Learning. J. Mach. Learn. Res. 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
2006	—	`conf`	A Discriminative Approach for the Retrieval of Images from Text Queries. ECML David Grangier, Florent Monay, Samy Bengio
2006	—	`conf`	A Neural Network to Retrieve Images from Text Queries. ICANN (2) David Grangier, Samy Bengio
2006	J	`jnl`	Database, protocols and tools for evaluating score-level fusion algorithms in biometric authentication. Pattern Recognit. Norman Poh, Samy Bengio
2006	A	`conf`	Discriminative kernel-based phoneme sequence recognition. INTERSPEECH Joseph Keshet, Shai Shalev-Shwartz, Samy Bengio, Yoram Singer, Dan Chazan
2006	—	`conf`	Graph-based transformation manifolds for invariant pattern recognition with kernel methods. ICPR (3) Alexei Pozdnoukhov, Samy Bengio
2006	—	`conf`	Graph-based transformation manifolds for invariant pattern recognition with kernel methods. ICPR (4) Alexei Pozdnoukhov, Samy Bengio
2006	J	`jnl`	Invariances in kernel methods: From samples to objects. Pattern Recognit. Lett. Alexei Pozdnoukhov, Samy Bengio
2006	B	`conf`	Investigating Lexical Substitution Scoring for Subtitle Generation. CoNLL Oren Glickman, Ido Dagan, Walter Daelemans, Mikaela Keller, Samy Bengio
2006	—	`conf`	Learning to Retrieve Images from Text Queries with a Discriminative Model. Adaptive Multimedia Retrieval David Grangier, Florent Monay, Samy Bengio
2006	—	`ed.`	Machine Learning for Multimodal Interaction, Second International Workshop, MLMI 2005, Edinburgh, UK, July 11-13, 2005, Revised Selected Papers MLMI Steve Renals, Samy Bengio
2006	—	`ed.`	Machine Learning for Multimodal Interaction, Third International Workshop, MLMI 2006, Bethesda, MD, USA, May 1-4, 2006, Revised Selected Papers MLMI Steve Renals, Samy Bengio, Jonathan G. Fiscus
2006	J	`jnl`	Measuring the performance of face localization systems. Image Vis. Comput. Yann Rodriguez, Fabien Cardinaux, Samy Bengio, Johnny Mariéthoz
2006	A	`conf`	Modeling Interactions from Email Communication. ICME Dong Zhang, Daniel Gatica-Perez, Deb Roy, Samy Bengio
2006	J	`jnl`	Modeling individual and group actions in meetings with layered HMMs. IEEE Trans. Multim. Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan
2006	J	`jnl`	On transforming statistical models for non-frontal face verification. Pattern Recognit. Conrad Sanderson, Samy Bengio, Yongsheng Gao
2006	A	`conf`	Posterior based keyword spotting with a priori thresholds. INTERSPEECH Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Hervé Bourlard
2006	—	`conf`	Probabilistic Melodic Harmonization. Canadian AI Jean-François Paiement, Douglas Eck, Samy Bengio
2006	—	`conf`	Semi-Supervised Kernel Methods for Regression Estimation. ICASSP (5) Alexei Pozdnoukhov, Samy Bengio
2006	J	`jnl`	User authentication via adapted statistical models of face images. IEEE Trans. Signal Process. Fabien Cardinaux, Conrad Sanderson, Samy Bengio
2006	—	`conf`	Using Chimeric Users to Construct Fusion Classifiers in Biometric Authentication Tasks: An Investigation. ICASSP (5) Norman Poh, Samy Bengio
2006	—	`conf`	Using More Informative Posterior Probabilities for Speech Recognition. ICASSP (1) Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Hervé Bourlard
2006	B	`conf`	Writer Identification for Smart Meeting Room Systems. Document Analysis Systems Marcus Liwicki, Andreas Schlapbach, Horst Bunke, Samy Bengio, Johnny Mariéthoz, Jonas Richiardi
2005	—	`conf`	A Neural Network for Text Representation. ICANN (2) Mikaela Keller, Samy Bengio
2005	—	`conf`	A Novel Approach to Combining Client-Dependent and Confidence Information in Multimodal Biometrics. AVBPA Norman Poh, Samy Bengio
2005	—	`conf`	A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification. NIPS Yves Grandvalet, Johnny Mariéthoz, Samy Bengio
2005	—	`conf`	A Probabilistic Model for Chord Progressions. ISMIR Jean-François Paiement, Douglas Eck, Samy Bengio
2005	—	`conf`	A Score-Level Fusion Benchmark Database for Biometric Authentication. AVBPA Norman Poh, Samy Bengio
2005	A*	`conf`	A graphical model for chord progressions embedded in a psychoacoustic space. ICML Jean-François Paiement, Douglas Eck, Samy Bengio, David Barber
2005	J	`jnl`	A unified framework for score normalization techniques applied to text-independent speaker verification. IEEE Signal Process. Lett. Johnny Mariéthoz, Samy Bengio
2005	J	`jnl`	Automatic Analysis of Multimodal Group Actions in Meetings. IEEE Trans. Pattern Anal. Mach. Intell. Iain McCowan, Daniel Gatica-Perez, Samy Bengio, Guillaume Lathoud, Mark Barnard, Dong Zhang
2005	—	`conf`	Benchmarking Non-Parametric Statistical Tests. NIPS Mikaela Keller, Samy Bengio, Siew Yeung Wong
2005	—	`conf`	Boosting word error rates. ICASSP (5) Christos Dimitrakakis, Samy Bengio
2005	—	`conf`	Can Chimeric Persons Be Used in Multimodal Biometric Authentication Experiments?. MLMI Norman Poh, Samy Bengio
2005	—	`conf`	Detecting Group Interest-Level in Meetings. ICASSP (1) Daniel Gatica-Perez, Iain McCowan, Dong Zhang, Samy Bengio
2005	A	`conf`	Developing and enhancing posterior based speech recognition systems. INTERSPEECH Hamed Ketabdar, Jithendra Vepa, Samy Bengio, Hervé Bourlard
2005	—	`conf`	EER of Fixed and Trainable Fusion Classifiers: A Theoretical Study with Application to Biometric Authentication Tasks. Multiple Classifier Systems Norman Poh, Samy Bengio
2005	—	`conf`	Extracting information from multimedia meeting collections. Multimedia Information Retrieval Daniel Gatica-Perez, Dong Zhang, Samy Bengio
2005	—	`conf`	F-ratio Client-Dependent Normalisation for Biometric Authentication Tasks. ICASSP (1) Norman Poh, Samy Bengio
2005	—	`conf`	Hierarchical Multi-stream Posterior Based Speech Recognition System. MLMI Hamed Ketabdar, Hervé Bourlard, Samy Bengio
2005	J	`jnl`	How do correlation and variance of base-experts affect fusion in biometric authentication tasks? IEEE Trans. Signal Process. Norman Poh, Samy Bengio
2005	—	`conf`	Improving Fusion with Margin-Derived Confidence in Biometric Authentication Tasks. AVBPA Norman Poh, Samy Bengio
2005	A	`conf`	Inferring document similarity from hyperlinks. CIKM David Grangier, Samy Bengio
2005	J	`jnl`	Kernel matching pursuit for large datasets. Pattern Recognit. Vlad Popovici, Samy Bengio, Jean-Philippe Thiran
2005	—	`conf`	Learning Influence among Interacting Markov Chains. NIPS Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Deb Roy
2005	—	`conf`	On Accuracy/Robustness/Complexity Trade-Offs in Face Verification. ICITA (1) Conrad Sanderson, Fabien Cardinaux, Samy Bengio
2005	J	`jnl`	Online adaptive policies for ensemble classifiers. Neurocomputing Christos Dimitrakakis, Samy Bengio
2005	—	`conf`	Semi-Supervised Adapted HMMs for Unusual Event Detection. CVPR (1) Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan
2005	A	`conf`	Semi-supervised meeting event recognition with adapted HMMs. ICME Dong Zhang, Daniel Gatica-Perez, Samy Bengio
2004	—	`conf`	A gentle Hessian for efficient gradient descent. ICASSP (5) Ronan Collobert, Samy Bengio
2004	—	`conf`	A statistical significance test for person authentication. Odyssey Samy Bengio, Johnny Mariéthoz
2004	—	`conf`	Boosting HMMs with an application to speech recognition. ICASSP (5) Christos Dimitrakakis, Samy Bengio
2004	B	`conf`	Estimating the quality of face localization for face verification. ICIP Yann Rodriguez, Fabien Cardinaux, Samy Bengio, Johnny Mariéthoz
2004	—	`conf`	Face Authentication Competition on the BANCA Database. ICBA 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
2004	—	`conf`	Face Authentication Test on the BANCA Database. ICPR (4) 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
2004	—	`conf`	Face Verification Using Adapted Generative Models. FGR Fabien Cardinaux, Conrad Sanderson, Samy Bengio
2004	B	`conf`	HMM and IOHMM modeling of EEG rhythms for asynchronous BCI systems. ESANN Silvia Chiappa, Nicolas Donckers, Samy Bengio, Frédéric Vrins
2004	—	`conf`	Joint decoding for phoneme-grapheme continuous speech recognition. ICASSP (1) Mathew Magimai-Doss, Samy Bengio, Hervé Bourlard
2004	A*	`conf`	Links between perceptrons, MLPs and SVMs. ICML Ronan Collobert, Samy Bengio
2004	—	`ed.`	Machine Learning for Multimodal Interaction, First International Workshop,MLMI 2004, Martigny, Switzerland, June 21-23, 2004, Revised Selected Papers MLMI Samy Bengio, Hervé Bourlard
2004	—	`conf`	Modeling Individual and Group Actions in Meetings: A Two-Layer HMM Framework. CVPR Workshops Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan, Guillaume Lathoud
2004	—	`conf`	Multi Channel Sequence Processing. Deterministic and Statistical Methods in Machine Learning Samy Bengio, Hervé Bourlard
2004	—	`conf`	Multimodal group action clustering in meetings. VSSN@MM Dong Zhang, Daniel Gatica-Perez, Samy Bengio, Iain McCowan, Guillaume Lathoud
2004	J	`jnl`	Multimodal speech processing using asynchronous Hidden Markov Models. Inf. Fusion Samy Bengio
2004	—	`conf`	Noise-robust multi-stream fusion for text-independent speaker authentication. Odyssey Norman Poh, Samy Bengio
2004	J	`jnl`	Offline Recognition of Unconstrained Handwritten Texts Using HMMs and Statistical Language Models. IEEE Trans. Pattern Anal. Mach. Intell. Alessandro Vinciarelli, Samy Bengio, Horst Bunke
2004	B	`conf`	Online policy adaptation for ensemble classifiers. ESANN Christos Dimitrakakis, Samy Bengio
2004	—	`conf`	Spectral Subband Centroids as Complementary Features for Speaker Authentication. ICBA Norman Poh Hoon Thian, Conrad Sanderson, Samy Bengio
2004	B	`conf`	Statistical transformations of frontal models for non-frontal face verification. ICIP Conrad Sanderson, Samy Bengio
2004	—	`conf`	Tangent Vector Kernels for Invariant Image Classification with SVMs. ICPR (3) Alexei Pozdnoukhov, Samy Bengio
2004	—	`conf`	The expected performance curve: a new assessment measure for person authentication. Odyssey Samy Bengio, Johnny Mariéthoz
2004	—	`conf`	Towards Computer Understanding of Human Interactions. MLMI Iain McCowan, Daniel Gatica-Perez, Samy Bengio, Darren Moore, Hervé Bourlard
2004	—	`conf`	Towards Predicting Optimal Fusion Candidates: A Case Study on Biometric Authentication Tasks. MLMI Norman Poh, Samy Bengio
2004	—	`conf`	Why do multi-stream, multi-band and multi-modal approaches work on biometric user authentication tasks? ICASSP (5) Norman Poh, Samy Bengio
2003	C	`conf`	Client Dependent GMM-SVM Models for Speaker Verification. ICANN Quan Le, Samy Bengio
2003	—	`conf`	Face Verification Competition on the XM2VTS Database. AVBPA 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
2003	—	`conf`	Improving face authentication using virtual samples. ICASSP (3) Norman Poh Hoon Thian, Sébastien Marcel, Samy Bengio
2003	—	`conf`	Modeling human interaction in meetings. ICASSP (4) Iain McCowan, Samy Bengio, Daniel Gatica-Perez, Guillaume Lathoud, Florent Monay, Darren Moore, Pierre Wellner, Hervé Bourlard
2003	—	`conf`	Multi-modal audio-visual event recognition for football analysis. NNSP Mark Barnard, Jean-Marc Odobez, Samy Bengio
2003	—	`conf`	Multimodal Authentication Using Asynchronous HMMs. AVBPA Samy Bengio
2003	A	`conf`	Offline Recognition of Large Vocabulary Cursive Handwritten Text. ICDAR Alessandro Vinciarelli, Samy Bengio, Horst Bunke
2003	—	`conf`	On automatic annotation of meeting databases. ICIP (3) Mark Barnard, Samy Bengio, Hervé Bourlard, Daniel Gatica-Perez, Iain McCowan
2003	—	`conf`	Robust Features for Frontal Face Authentication in Difficult Image Conditions. AVBPA Conrad Sanderson, Samy Bengio
2003	J	`jnl`	Robust speech recognition and feature extraction using HMM2. Comput. Speech Lang. Katrin Weber, Shajith Ikbal, Samy Bengio, Hervé Bourlard
2003	—	`conf`	Scalability Analysis of Audio-Visual Person Identity Verification. AVBPA Jacek Czyz, Samy Bengio, Christine Marcel, Luc Vandendorpe
2003	J	`jnl`	Scaling Large Learning Problems with Hard Parallel Mixtures. Int. J. Pattern Recognit. Artif. Intell. Ronan Collobert, Yoshua Bengio, Samy Bengio
2003	A	`conf`	Speech & face based biometric authentication at IDIAP. ICME Conrad Sanderson, Samy Bengio, Hervé Bourlard, Johnny Mariéthoz, Ronan Collobert, Mohamed Faouzi BenZeghiba, Fabien Cardinaux, Sébastien Marcel
2003	—	`conf`	The BANCA Database and Evaluation Protocol. AVBPA 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
2003	—	`conf`	Towards Computer Understanding of Human Interactions. EUSAI Iain McCowan, Daniel Gatica-Perez, Samy Bengio, Darren Moore, Hervé Bourlard
2002	J	`jnl`	A Parallel Mixture of SVMs for Very Large Scale Problems. Neural Comput. Ronan Collobert, Samy Bengio, Yoshua Bengio
2002	A	`conf`	A comparative study of adaptation methods for speaker verification. INTERSPEECH Johnny Mariéthoz, Samy Bengio
2002	—	`conf`	A multi-sample multi-source model for biometric authentication. NNSP Norman Poh, Samy Bengio, Jerzy Korczak
2002	—	`conf`	An Asynchronous Hidden Markov Model for Audio-Visual Speech Recognition. NIPS Samy Bengio
2002	—	`conf`	Conditional Gaussian mixture models for environmental risk mapping. NNSP N. Gilardi, Samy Bengio, Mikhail F. Kanevski
2002	J	`jnl`	Confidence measures for multimodal identity verification. Inf. Fusion Samy Bengio, Christine Marcel, Sébastien Marcel, Johnny Mariéthoz
2002	A	`conf`	Evaluation of formant-like features for ASR. INTERSPEECH Katrin Weber, Febe de Wet, Bert Cranen, Lou Boves, Samy Bengio, Hervé Bourlard
2002	—	`conf`	Improving Face Verification Using Skin Color Information. ICPR (2) Sébastien Marcel, Samy Bengio
2002	Misc	`conf`	Increasing speech recognition robustness with HMM2. ICASSP Katrin Weber, Samy Bengio, Hervé Bourlard
2002	—	`conf`	Offline Cursive Word Recognition using Continuous Density Hidden Markov Models Trained with PCA or ICA Features. ICPR (3) Alessandro Vinciarelli, Samy Bengio
2002	—	`conf`	Scaling Large Learning Problems with Hard Parallel Mixtures. SVM Ronan Collobert, Yoshua Bengio, Samy Bengio
2002	J	`jnl`	Writer adaptation techniques in HMM based Off-Line Cursive Script Recognition. Pattern Recognit. Lett. Alessandro Vinciarelli, Samy Bengio
2002	—	`conf`	Writer adaptation techniques in off-line cursive word recognition. IWFHR Alessandro Vinciarelli, Samy Bengio
2001	—	`conf`	A Parallel Mixture of SVMs for Very Large Scale Problems. NIPS Ronan Collobert, Samy Bengio, Yoshua Bengio
2001	A	`conf`	HMM2- extraction of formant structures and their use for robust ASR. INTERSPEECH Katrin Weber, Samy Bengio, Hervé Bourlard
2001	Misc	`conf`	Learning the decision function for speaker verification. ICASSP Samy Bengio, Johnny Mariéthoz
2001	J	`jnl`	SVMTorch: Support Vector Machines for Large-Scale Regression Problems. J. Mach. Learn. Res. Ronan Collobert, Samy Bengio
2000	A	`conf`	Automatic speech recognition using dynamic bayesian networks with both acoustic and articulatory variables. INTERSPEECH Todd A. Stephenson, Hervé Bourlard, Samy Bengio, Andrew C. Morris
2000	A	`conf`	HMM2- a novel approach to HMM emission probability estimation. INTERSPEECH Katrin Weber, Samy Bengio, Hervé Bourlard
2000	—	`conf`	New Approaches Towards Robust, Adaptive Speech Recognition (invited paper). NIPS Hervé Bourlard, Samy Bengio, Katrin Weber
2000	J	`jnl`	Taking on the curse of dimensionality in joint distributions using neural networks. IEEE Trans. Neural Networks Learn. Syst. Samy Bengio, Yoshua Bengio
1999	—	`conf`	Modeling High-Dimensional Discrete Data with Multi-Layer Neural Networks. NIPS Yoshua Bengio, Samy Bengio
1999	J	`jnl`	Stochastic Learning of Strategic Equilibria for Auctions. Neural Comput. Samy Bengio, Yoshua Bengio, Jacques Robert, Gilles Bélanger
1997	—	`conf`	Dynamical Resource Reservation Scheme in an ATM Network Using Neural Network-Based Traffic Prediction. Modelling and Evaluation of ATM Networks Fabrice Clérot, Pascal Gouzien, Samy Bengio, Annie Gravey, Daniel Collobert
1997	—	`conf`	Shared Context Probabilistic Transducers. NIPS Yoshua Bengio, Samy Bengio, Jean-Franc Isabelle, Yoram Singer
1996	J	`jnl`	The Vehicle Routing Problem with Time Windows Part II: Genetic Search. INFORMS J. Comput. Jean-Yves Potvin, Samy Bengio
1996	J	`jnl`	Use of Modular Architectures for Time Series Prediction. Neural Process. Lett. Samy Bengio, Françoise Fessant, Daniel Collobert
1995	J	`jnl`	On the search for new learning rules for ANNs. Neural Process. Lett. Samy Bengio, Yoshua Bengio, Jocelyn Cloutier
1994	—	`conf`	Use of Genetic Programming for the Search of a New Learning Rule for Neural Networks. International Conference on Evolutionary Computation Samy Bengio, Yoshua Bengio, Jocelyn Cloutier
1991	J	`jnl`	Secure Implementations of Identification Systems. J. Cryptol. Samy Bengio, Gilles Brassard, Yvo Desmedt, Claude Goutier, Jean-Jacques Quisquater
1989	—	`conf`	A Neural Network to Detect Homologies in Proteins. NIPS Yoshua Bengio, Samy Bengio, Yannick Pouliot, Patrick Agin
1987	A*	`conf`	Special Uses and Abuses of the Fiat-Shamir Passport Protocol. CRYPTO Yvo Desmedt, Claude Goutier, Samy Bengio