Yann LeCun

Deep learning
Yann LeCun, Yoshua Bengio, Geoffrey E. Hinton
2015Nature84K citations Open access
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Backpropagation Applied to Handwritten Zip Code Recognition
Yann LeCun, Bernhard E. Boser, John S. Denker, D. Henderson +3 more
1989Neural Computation12K citations
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Dimensionality Reduction by Learning an Invariant Mapping
Raia T. Hadsell, Sumit Chopra, Yann LeCun
2006IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings5,340 citations Open access
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Convolutional networks for images, speech, and time series
Yann LeCun, Yoshua Bengio
1998HAL (Le Centre pour la Communication Scientifique Directe)4,627 citations
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Character-level Convolutional Networks for Text Classification
Xiang Zhang, Junbo Zhao, Yann LeCun
2015arXiv (Cornell University)4,204 citations Open access
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Learning a Similarity Metric Discriminatively, with Application to Face Verification
Sumit Chopra, Raia T. Hadsell, Yann LeCun
2005IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings4,035 citations
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Spectral Networks and Locally Connected Networks on Graphs
Joan Bruna, Wojciech Zaremba, Arthur D. Szlam, Yann LeCun
2013arXiv (Cornell University)3,820 citations Open access
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Handwritten Digit Recognition with a Back-Propagation Network
Yann LeCun, Bernhard E. Boser, John S. Denker, D. Henderson +3 more
1989neural information processing systems3,736 citations
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A Closer Look at Spatiotemporal Convolutions for Action Recognition
Du Tran, Heng Wang, Lorenzo Torresani, Jamie Ray +2 more
2018IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings3,655 citations Open access
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Geometric Deep Learning: Going beyond Euclidean data
Michael M. Bronstein, Joan Bruna, Yann LeCun, Arthur D. Szlam +1 more
2017IEEE Signal Processing Magazine3,598 citations Open access
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Optimal Brain Damage
Yann LeCun, John S. Denker, Sara A. Solla
19893,182 citations
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OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks
Pierre Sermanet, David Eigen, Xiang Zhang, Michaël Mathieu +2 more
2013arXiv (Cornell University)2,680 citations Open access
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Learning Hierarchical Features for Scene Labeling
Clément Farabet, Camille Couprie, Laurent Alain Najman, Yann LeCun
2012IEEE Transactions on Pattern Analysis and Machine Intelligence2,620 citations Open access
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SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK
Jane M. Bromley, JAMES W. BENTZ, Léon Bottou, Isabelle Guyon +4 more
1994Series in machine perception and artificial intelligence2,351 citations
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Convolutional networks and applications in vision
Yann LeCun, Koray Kavukcuoglu, Clément Farabet
20102,214 citations Open access
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What is the best multi-stage architecture for object recognition?
Kevin Jarrett, Koray Kavukcuoglu, M. Ranzato, Yann LeCun
2009IEEE International Conference on Computer Vision (ICCV)2,153 citations Open access
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SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK
Jane M. Bromley, JAMES W. BENTZ, Léon Bottou, Isabelle Guyon +4 more
1993International Journal of Pattern Recognition and Artificial Intelligence2,077 citations
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Regularization of Neural Networks using DropConnect
Li Wan, Matthew D. Zeiler, Sixin Zhang, Yann LeCun +1 more
20132,056 citations Open access
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Learning Fast Approximations of Sparse Coding
Karol Gregor, Yann LeCun
20101,420 citations
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Exploiting Linear Structure Within Convolutional Networks for Efficient Evaluation
Emily Denton, Wojciech Zaremba, Joan Bruna, Yann LeCun +1 more
2014arXiv (Cornell University)1,415 citations Open access
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Efficient object localization using Convolutional Networks
Jonathan Tompson, Ross Goroshin, Arjun Jain, Yann LeCun +1 more
2015IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings1,365 citations
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Efficient BackProp
Yann LeCun, Léon Bottou, Genevieve Orr, Klaus‐Robert Müller
1998neural information processing systems1,333 citations
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Learning methods for generic object recognition with invariance to pose and lighting
Yann LeCun, Fu Jie Huang, Léon Bottou
2004IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings1,323 citations
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Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation
Jonathan Tompson, Arjun Jain, Yann LeCun, Christoph Bregler
2014arXiv (Cornell University)1,301 citations Open access
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Efficient BackProp
Yann LeCun, Léon Bottou, Genevieve Orr, Klaus‐Robert Müller
2012Lecture notes in computer science1,266 citations
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Barlow Twins: Self-Supervised Learning via Redundancy Reduction
Jure Žbontar, Li Jing, Ishan Misra, Yann LeCun +1 more
2021arXiv (Cornell University)1,257 citations Open access
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Deep Convolutional Networks on Graph-Structured Data
Mikael Henaff, Joan Bruna, Yann LeCun
2015arXiv (Cornell University)1,255 citations Open access
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A Theoretical Analysis of Feature Pooling in Visual Recognition
Y-Lan Boureau, Jean Ponce, Yann LeCun
20101,193 citations
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Deep multi-scale video prediction beyond mean square error
Michaël Mathieu, Camille Couprie, Yann LeCun
2015arXiv (Cornell University)1,183 citations Open access
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Efficient Learning of Sparse Representations with an Energy-Based Model
Marc’Aurelio Ranzato, Christopher S. Poultney, Sumit Chopra, Yann LeCun
2007The MIT Press eBooks1,106 citations
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Unsupervised Learning of Invariant Feature Hierarchies with Applications to Object Recognition
Marc’Aurelio Ranzato, Fu Jie Huang, Y-Lan Boureau, Yann LeCun
2007IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings1,105 citations
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Learning mid-level features for recognition
Y-Lan Boureau, Francis Bach, Yann LeCun, Jean Ponce
2010IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings1,069 citations
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Very Deep Convolutional Networks for Text Classification
Alexis Conneau, Holger Schwenk, Loïc Barrault, Yann LeCun
20171,046 citations Open access
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Stereo Matching by Training a Convolutional Neural Network to Compare Image Patches
Jure Žbontar, Yann LeCun
2015arXiv (Cornell University)996 citations Open access
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Object Recognition with Gradient-Based Learning
Yann LeCun, Patrick Haffner, Léon Bottou, Yoshua Bengio
1999Lecture notes in computer science947 citations
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Scaling learning algorithms towards AI
Yoshua Bengio, Yann LeCun
2007937 citations
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Efficient BackProp
Yann LeCun, Léon Bottou, Genevieve Orr, K. Robert Müller
1998Lecture notes in computer science922 citations Open access
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Generalization and network design strategies
Yann LeCun
1989885 citations
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Energy-based Generative Adversarial Network
Junbo Zhao, Michaël Mathieu, Yann LeCun
2016arXiv (Cornell University)855 citations Open access
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Computing the stereo matching cost with a convolutional neural network
Jure Žbontar, Yann LeCun
2015IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings819 citations Open access
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A Tutorial on Energy-Based Learning
Yann LeCun, Sumit Chopra, Raia T. Hadsell, Aurelio Ranzato +1 more
2006812 citations
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Real-Time Continuous Pose Recovery of Human Hands Using Convolutional Networks
Jonathan Tompson, Murphy Stein, Yann LeCun, Ken Perlin
2014ACM Transactions on Graphics801 citations
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Traffic sign recognition with multi-scale Convolutional Networks
Pierre Sermanet, Yann LeCun
20112022 International Joint Conference on Neural Networks (IJCNN)770 citations
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Pedestrian Detection with Unsupervised Multi-stage Feature Learning
Pierre Sermanet, Koray Kavukcuoglu, Soumith Chintala, Yann LeCun
2013IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings757 citations
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Sparse Feature Learning for Deep Belief Networks
Marc’Aurelio Ranzato, Y-Lan Boureau, Yann LeCun
2007neural information processing systems752 citations
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MDETR - Modulated Detection for End-to-End Multi-Modal Understanding
Aishwarya Kamath, Mannat Singh, Yann LeCun, Gabriel Synnaeve +2 more
2021IEEE/CVF International Conference on Computer Vision (ICCV)750 citations
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The Loss Surfaces of Multilayer Networks
Anna Choromanska, Mikael Henaff, Michaël Mathieu, Gérard Ben Arous +1 more
2014arXiv (Cornell University)733 citations Open access
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Deep learning for AI
Yoshua Bengio, Yann LeCun, Geoffrey E. Hinton
2021Communications of the ACM673 citations Open access
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Convolutional Learning of Spatio-temporal Features
Graham W. Taylor, Rob Fergus, Yann LeCun, Christoph Bregler
2010Lecture notes in computer science641 citations Open access
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Comparison of classifier methods: a case study in handwritten digit recognition
Léon Bottou, Corinna Cortes, John S. Denker, Harris Drucker +7 more
2002IAPR International Conference on Pattern Recognition (ICPR)626 citations
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Most-cited papers