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Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domain by Adaptive Discretization


Jun 16, 2021
Marco Rando, Luigi Carratino, Silvia Villa, Lorenzo Rosasco


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Implicit regularization for convex regularizers


Jun 17, 2020
Cesare Molinari, Mathurin Massias, Lorenzo Rosasco, Silvia Villa


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Convergence of the Forward-Backward Algorithm: Beyond the Worst Case with the Help of Geometry


Aug 01, 2017
Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa


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Don't relax: early stopping for convex regularization


Jul 18, 2017
Simon Matet, Lorenzo Rosasco, Silvia Villa, Bang Long Vu


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Learning with incremental iterative regularization


Jun 15, 2015
Lorenzo Rosasco, Silvia Villa

* 30 pages 

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Learning Multiple Visual Tasks while Discovering their Structure


Apr 13, 2015
Carlo Ciliberto, Lorenzo Rosasco, Silvia Villa

* 19 pages, 3 figures, 3 tables 

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On Learnability, Complexity and Stability


Mar 24, 2013
Silvia Villa, Lorenzo Rosasco, Tomaso Poggio


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Proximal methods for the latent group lasso penalty


Sep 03, 2012
Silvia Villa, Lorenzo Rosasco, Sofia Mosci, Alessandro Verri

* 4 figures 

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Nonparametric sparsity and regularization


Aug 13, 2012
Lorenzo Rosasco, Silvia Villa, Sofia Mosci, Matteo Santoro, Alessandro verri

* 45 pages, 11 figures 

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PADDLE: Proximal Algorithm for Dual Dictionaries LEarning


Nov 16, 2010
Curzio Basso, Matteo Santoro, Alessandro Verri, Silvia Villa


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