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All publications by Julien Mairal
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A Universal Catalyst for First-Order Optimization
Hongzhou Lin, Julien Mairal and Zaid Harchaoui
Advances in Neural Information Processing Systems 28, 2015


On learning to localize objects with minimal supervision
Hyun O. Song, Ross Girshick, Stefanie Jegelka, Julien Mairal, Zaid Harchaoui and Trevor Darrell
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Convolutional Kernel Networks
Julien Mairal, Piotr Koniusz, Zaid Harchaoui and Cordelia Schmid
Advances in Neural Information Processing Systems 27, 2014


Optimization with First-Order Surrogate Functions
Julien Mairal
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization
Julien Mairal
Advances in Neural Information Processing Systems 26, 2013


Complexity Analysis of the Lasso Regularization Path
Julien Mairal and Bin Yu
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Proximal Methods for Sparse Hierarchical Dictionary Learning
Rodolphe Jenatton, Julien Mairal, Francis R. Bach and Guillaume R. Obozinski
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010


Network Flow Algorithms for Structured Sparsity
Julien Mairal, Rodolphe Jenatton, Francis R. Bach and Guillaume R. Obozinski
Advances in Neural Information Processing Systems 23, 2010


Online dictionary learning for sparse coding
Julien Mairal, Jean Ponce, Guillermo Sapiro and Francis R. Bach
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Supervised Dictionary Learning
Julien Mairal, Jean Ponce, Guillermo Sapiro, Andrew Zisserman and Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008