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Yann LeCun

Silver Professor; Professor of Computer Science

    1985 …2019

    Research output per year

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    Research Output

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    2019

    A hierarchical loss and its problems when classifying non-hierarchically

    Wu, C., Tygert, M. & LeCun, Y., Jan 1 2019, In : PloS one. 14, 12, e0226222.

    Research output: Contribution to journalArticle

    Open Access

    Comparing dynamics: deep neural networks versus glassy systems

    Baity-Jesi, M., Sagun, L., Geiger, M., Spigler, S., Ben Arous, G., Cammarota, C., Lecun, Y., Wyart, M. & Biroli, G., Dec 20 2019, In : Journal of Statistical Mechanics: Theory and Experiment. 2019, 12, 124013.

    Research output: Contribution to journalArticle

    Entropy-SGD: Biasing gradient descent into wide valleys

    Chaudhari, P., Choromanska, A., Soatto, S., Lecun, Y., Baldassi, C., Borgs, C., Chayes, J., Sagun, L. & Zecchina, R., Dec 20 2019, In : Journal of Statistical Mechanics: Theory and Experiment. 2019, 12, 124018.

    Research output: Contribution to journalArticle

    Universal halting times in optimization and machine learning

    Sagun, L., Trogdon, T. & Lecun, Y., Jan 1 2018, In : Quarterly of Applied Mathematics. 76, 2, p. 289-301 13 p.

    Research output: Contribution to journalArticle

    2016

    A mathematical motivation for complex-valued convolutional networks

    Tygert, M., Bruna, J., Chintala, S., LeCun, Y., Piantino, S. & Szlam, A., May 1 2016, In : Neural computation. 28, 5, p. 815-825 11 p.

    Research output: Contribution to journalArticle

    Stereo matching by training a convolutional neural network to compare image patches

    Žbontar, J. & Lecun, Y., Apr 1 2016, In : Journal of Machine Learning Research. 17

    Research output: Contribution to journalArticle

    2015

    Convolutional nets and watershed cuts for real-time semantic labeling of RGBD videos

    Couprie, C., Farabet, C., Najman, L. & LeCun, Y., Jan 1 2015, In : Journal of Machine Learning Research. 15, p. 3489-3511 23 p., A20.

    Research output: Contribution to journalArticle

    2014

    Explorations on high dimensional landscapes

    Sagun, L., Guney, V. U., Arous, G. B. & LeCun, Y., Dec 20 2014, In : arXiv.

    Research output: Contribution to journalArticle

    Real-time continuous pose recovery of human hands using convolutional networks

    Tompson, J., Stein, M., Lecun, Y. & Perlin, K., Aug 1 2014, In : ACM Transactions on Graphics. 33, 5, 169.

    Research output: Contribution to journalArticle

    The Loss Surfaces of Multilayer Networks

    Choromanska, A., Henaff, M., Mathieu, M., Arous, G. B. & LeCun, Y., Nov 30 2014, In : arXiv.

    Research output: Contribution to journalArticle

    Toward real-time indoor semantic segmentation using depth information

    Couprie, C., Farabet, C., Najman, L. & Lecun, Y., 2014, In : Journal of Machine Learning Research.

    Research output: Contribution to journalArticle

    2013

    Feature learning and deep architectures: New directions for music informatics

    Humphrey, E. J., Bello, J. P. & Lecun, Y., Dec 1 2013, In : Journal of Intelligent Information Systems. 41, 3, p. 461-481 21 p.

    Research output: Contribution to journalArticle

    Learning hierarchical features for scene labeling

    Farabet, C., Couprie, C., Najman, L. & Lecun, Y., Jul 12 2013, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 35, 8, p. 1915-1929 15 p., 6338939.

    Research output: Contribution to journalArticle

    2012

    Comparison between frame-constrained fix-pixel-value and frame-free spiking-dynamic-pixel convNets for visual processing

    Farabet, C., Paz, R., Pérez-Carrasco, J., Zamarreño-Ramos, C., Linares-Barranco, A., LeCun, Y., Culurciello, E., Serrano-Gotarredona, T. & Linares-Barranco, B., Jun 18 2012, In : Frontiers in Neuroscience. APR, Article 32.

    Research output: Contribution to journalArticle

    Statistical machine learning and dissolved gas analysis: A review

    Mirowski, P. & Lecun, Y., Oct 1 2012, In : IEEE Transactions on Power Delivery. 27, 4, p. 1791-1799 9 p., 6301810.

    Research output: Contribution to journalArticle

    2010

    Predictive network modeling of the high-resolution dynamic plant transcriptome in response to nitrate

    Krouk, G., Mirowski, P., LeCun, Y., Shasha, D. E. & Coruzzi, G. M., Dec 23 2010, In : Genome biology. 11, 12, R123.

    Research output: Contribution to journalArticle

    2009

    A multirange architecture for collision-free off-road robot navigation

    Sermanet, P., Hadsell, R., Scoffier, M., Grimes, M., Ben, J., Erkan, A., Crudele, C., Miller, U. & LeCun, Y., Jan 1 2009, In : Journal of Field Robotics. 26, 1, p. 52-87 36 p.

    Research output: Contribution to journalArticle

    Classification of patterns of EEG synchronization for seizure prediction

    Mirowski, P., Madhavan, D., LeCun, Y. & Kuzniecky, R., Nov 1 2009, In : Clinical Neurophysiology. 120, 11, p. 1927-1940 14 p.

    Research output: Contribution to journalArticle

    Learning long-range vision for autonomous off-road driving

    Hadsell, R., Sermanet, P., Ben, J., Erkan, A., Scoffier, M., Kavukcuoglu, K., Muller, U. & LeCun, Y., Jun 29 2009, In : Journal of Field Robotics. 26, 2, p. 120-144 25 p.

    Research output: Contribution to journalArticle

    2007

    Automatic recognition of biological particles in microscopic images

    Ranzato, M., Taylor, P. E., House, J. M., Flagan, R. C., LeCun, Y. & Perona, P., Jan 1 2007, In : Pattern Recognition Letters. 28, 1, p. 31-39 9 p.

    Research output: Contribution to journalArticle

    Synergistic face detection and pose estimation with energy-based models

    Osadchy, M., Le Cun, Y. & Miller, M. L., May 1 2007, In : Journal of Machine Learning Research. 8, p. 1197-1215 19 p.

    Research output: Contribution to journalArticle

    The need for open source software in machine learning

    Sonnenburg, S., Braun, M. L., Cheng, S. O., Bengio, S., Bottou, L., Holmes, G., LeCun, Y., Müller, K. R., Pereira, F., Rasmussen, C. E., Rätsch, G., Schölkopf, B., Smola, A., Vincent, P., Weston, J. & Williamson, R. C., Oct 1 2007, In : Journal of Machine Learning Research. 8, p. 2443-2466 24 p.

    Research output: Contribution to journalArticle

    2005

    On-line learning for very large data sets

    Bottou, L. & Cun, Y. L., Mar 1 2005, In : Applied Stochastic Models in Business and Industry. 21, 2, p. 137-151 15 p.

    Research output: Contribution to journalArticle

    Toward automatic phenotyping of developing embryos from videos

    Ning, F., Delhomme, D., LeCun, Y., Piano, F., Bottou, L. & Barbano, P. E., Sep 1 2005, In : IEEE Transactions on Image Processing. 14, 9, p. 1360-1371 12 p.

    Research output: Contribution to journalArticle

    2000

    Transformation invariance in pattern recognition: Tangent distance and propagation

    Simard, P. Y., Le Cun, Y. A., Denker, J. S. & Victorri, B., Jan 1 2000, In : International Journal of Imaging Systems and Technology. 11, 3, p. 181-197 17 p.

    Research output: Contribution to journalArticle

    1998

    Gradient-based learning applied to document recognition

    LeCun, Y., Bottou, L., Bengio, Y. & Haffner, P., Dec 1 1998, In : Proceedings of the IEEE. 86, 11, p. 2278-2323 46 p.

    Research output: Contribution to journalArticle

    High quality document image compression with "DjVu"

    Bottou, L., Haffner, P., Howard, P. G., Simard, P., Bengio, Y. & LeCun, Y., Jul 1998, In : Journal of Electronic Imaging. 7, 3, p. 410-425 16 p.

    Research output: Contribution to journalArticle

    Image and video coding - Emerging standards and beyond

    Haskell, B. G., Howard, P. G., LeCun, Y. A., Puri, A., Ostermann, J., Civanlar, M. R., Rabiner, L., Bottou, L. & Haffner, P., Dec 1 1998, In : IEEE Transactions on Circuits and Systems for Video Technology. 8, 7, p. 814-837 24 p.

    Research output: Contribution to journalArticle

    Scanning the Technology on the Applications of Multimedia Processing to Communications

    Cox, R. V., Haskell, B. G., Lecun, Y., Shahraray, B. & Rabiner, L., Jan 1 1998, In : Proceedings of the IEEE. 86, 5, p. 755-823 69 p.

    Research output: Contribution to journalArticle

    1995

    LeRec: a NN/HMM hybrid for on-line handwriting recognition.

    Bengio, Y., LeCun, Y., Nohl, C. & Burges, C., Nov 1995, In : Neural computation. 7, 6, p. 1289-1303 15 p.

    Research output: Contribution to journalArticle

    1994

    Boosting and other ensemble methods

    Drucker, E., Cortes, C., Jackel, L. D., Lecun, Y. & Vapnik, V., Nov 1994, In : Neural Computation. 6, 6

    Research output: Contribution to journalArticle

    Measuring the vc-dimension of a learning machine

    Vapnik, V., Levin, E. & Lecun, Y., 1994, In : Neural Computation. 6, 5, p. 851-876

    Research output: Contribution to journalArticle

    Original approach for the localization of objects in images

    Vaillant, R., Monrocq, C. & Le Cun, Y., Aug 1 1994, In : IEE Proceedings: Vision, Image and Signal Processing. 141, 4, p. 245-250 6 p.

    Research output: Contribution to journalArticle

    1993

    Localisation de visages dans des images

    Translated title of the contribution: Location of faces in imagesVaillant, R., Monrocq, C. & Cun, Y. L., Mar 1 1993, In : Revue technique - Thomson-CSF. 25, 1, p. 23-40 18 p.

    Research output: Contribution to journalArticle

    Off line recognition of handwritten postal words using neural networks

    Burges, C., Ben, J., Denker, J. S., Nohl, C. & Lecun, Y., 1993, In : International Journal of Pattern Recognition and Artificial Intelligence. 7, 4, p. 689-704

    Research output: Contribution to journalArticle

    Signature verification using a Siamese time delay neural network

    Bromley, J., Bentz, J. W., Bottou, L., Guyon, I., Lecun, Y., Moore, C., Sackinger, E. & Shah, R., Aug 1993, In : International Journal of Pattern Recognition and Artificial Intelligence. 7, 4

    Research output: Contribution to journalArticle

    1992

    Application of the ANNA Neural Network Chip to High-Speed Character Recognition

    Sackinger, E., Boser, B. E., Bromley, J., LeCun, Y. & Jackel, L. D., May 1992, In : IEEE Transactions on Neural Networks. 3, 3, p. 498-505 8 p.

    Research output: Contribution to journalArticle

    Hardware Requirements for Neural Network Pattern Classifiers a Case Study and Implementation

    Sackinger, E., Bromley, J., Lecun, Y. & Jackel, L. D., Jan 1 1992, In : IEEE Micro. 12, 1, p. 32-40 9 p.

    Research output: Contribution to journalArticle

    Improving Generalization Performance Using Double Backpropagation

    Drucker, H. & Cun, Y. L., Nov 1992, In : IEEE Transactions on Neural Networks. 3, 6, p. 991-997 7 p.

    Research output: Contribution to journalArticle

    Reading Handwritten Digits: A ZIP Code Recognition System

    Matan, O., Baird, H. S., Bromley, J., Burges, C. J. C., Denker, J. S., Jackel, L. D., Le Cun, Y., Pednault, E. P. D., Satterfield, W. D., Stenard, C. E. & Thompson, T. J., Jul 1992, Computer, 25, 7, p. 59-63 5 p.

    Research output: Contribution to specialist publicationArticle

    1991

    An Analog Neural Network Processor with Programmable Topology

    Boser, B. E., Säckinger, E., Bromley, J., Cun, Y. L. & Jacket, L. D., Dec 1991, In : IEEE Journal of Solid-State Circuits. 26, 12, p. 2017-2025 9 p.

    Research output: Contribution to journalArticle

    Design of a neural network character recognizer for a touch terminal

    Guyon, I., Albrecht, P., Le Cun, Y., Denker, J. & Hubbard, W., 1991, In : Pattern Recognition. 24, 2, p. 105-119 15 p.

    Research output: Contribution to journalArticle

    Eigenvalues of covariance matrices: Application to neural-network learning

    Cun, Y. L., Kanter, I. & Solla, S. A., Jan 1 1991, In : Physical Review Letters. 66, 18, p. 2396-2399 4 p.

    Research output: Contribution to journalArticle

    1989

    Backpropagation applied to handwritten zip code recognition

    Lecun, Y., Boser, B., Denker, J. S., Henderson, D., Howard, R. E., Hubbard, W. & Jackel, L. D., 1989, In : Neural Computation. 1, 4, p. 541-551

    Research output: Contribution to journalArticle

    Handwritten Digit Recognition: Applications of Neural Network Chips and Automatic Learning

    Cun, Y. L., Guyon, I., Jackel, L. D., Henderson, D., Boser, B., Howard, R. E., Denker, J. S., Hubbard, W. & Graf, H. P., Nov 1989, In : IEEE Communications Magazine. 27, 11, p. 41-46 6 p.

    Research output: Contribution to journalArticle

    1987

    Modeles connexionnistes de l'apprentissage

    Lecun, Y. & Fogelman Soulie, F., Mar 1987, In : Intellectica. special issue apprentissage et machine

    Research output: Contribution to journalArticle