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Leon Bottou
Leon Bottou
Facebook AI Research
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Gradient-based learning applied to document recognition
Y LeCun, L Bottou, Y Bengio, P Haffner
Proceedings of the IEEE 86 (11), 2278-2324, 1998
536211998
Wasserstein generative adversarial networks
M Arjovsky, S Chintala, L Bottou
International Conference on Machine Learning, 214-223, 2017
126312017
Natural language processing (almost) from scratch
R Collobert, J Weston, L Bottou, M Karlen, K Kavukcuoglu, P Kuksa
Journal of machine learning research 12 (ARTICLE), 2493− 2537, 2011
91622011
Large-scale machine learning with stochastic gradient descent
L Bottou
Proceedings of COMPSTAT'2010: 19th International Conference on Computational ¡¦, 2010
63912010
Efficient backprop
YA LeCun, L Bottou, GB Orr, KR Müller
Neural networks: Tricks of the trade, Lecture Notes in Computer Science LNCS ¡¦, 1998
6271*1998
Signature verification using a" siamese" time delay neural network
J Bromley, I Guyon, Y LeCun, E Säckinger, R Shah
Advances in neural information processing systems 6, 1993
39701993
Learning and transferring mid-level image representations using convolutional neural networks
M Oquab, L Bottou, I Laptev, J Sivic
Proceedings of the IEEE conference on computer vision and pattern ¡¦, 2014
36272014
Optimization methods for large-scale machine learning
L Bottou, FE Curtis, J Nocedal
SIAM review 60 (2), 223-311, 2018
28382018
Stochastic gradient descent tricks
L Bottou
Neural Networks: Tricks of the Trade: Second Edition, 421-436, 2012
22282012
Towards principled methods for training generative adversarial networks
M Arjovsky, L Bottou
arXiv preprint arXiv:1701.04862, 2017
21732017
The Tradeoffs of Large-Scale Learning
L Bottou, O Bousquet
Neural Information Processing Systems 20, 161-168, 2008
19992008
Learning methods for generic object recognition with invariance to pose and lighting
Y LeCun, FJ Huang, L Bottou
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision ¡¦, 2004
17332004
Advances in neural information processing systems
A Krizhevsky, I Sutskever, GE Hinton, F Pereira, CJC Burges, L Bottou, ...
15132012
Object recognition with gradient-based learning
DA Forsyth, JL Mundy, V di Gesú, R Cipolla, Y LeCun, P Haffner, L Bottou, ...
Shape, contour and grouping in computer vision, 319-345, 1999
13751999
Invariant risk minimization
M Arjovsky, L Bottou, I Gulrajani, D Lopez-Paz
arXiv preprint arXiv:1907.02893, 2019
11252019
Is object localization for free?-weakly-supervised learning with convolutional neural networks
M Oquab, L Bottou, I Laptev, J Sivic
Proceedings of the IEEE conference on computer vision and pattern ¡¦, 2015
10172015
Comparison of classifier methods: a case study in handwritten digit recognition
L Bottou, C Cortes, JS Denker, H Drucker, I Guyon, LD Jackel, Y LeCun, ...
Proceedings of the 12th IAPR International Conference on Pattern Recognition ¡¦, 1994
9811994
Online learning and stochastic approximations
L eon Bottou
On-linelearning in neural networks 17 (9), 142, 1998
9701998
Comparison of learning algorithms for handwritten digit recognition
Y LeCun, L Jackel, L Bottou, A Brunot, C Cortes, J Denker, H Drucker, ...
International conference on artificial neural networks 60 (1), 53-60, 1995
8811995
Fast kernel classifiers with online and active learning.
A Bordes, S Ertekin, J Weston, L Botton, N Cristianini
Journal of Machine Learning Research 6 (9), 2005
8372005
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