Villa, Silvia

9 publications

NeurIPS 2023 An Optimal Structured Zeroth-Order Algorithm for Non-Smooth Optimization Marco Rando, Cesare Molinari, Lorenzo Rosasco, Silvia Villa

AISTATS 2022 Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization Marco Rando, Luigi Carratino, Silvia Villa, Lorenzo Rosasco

AISTATS 2021 Iterative Regularization for Convex Regularizers Cesare Molinari, Mathurin Massias, Lorenzo Rosasco, Silvia Villa

CVPR 2015 Learning Multiple Visual Tasks While Discovering Their Structure Carlo Ciliberto, Lorenzo Rosasco, Silvia Villa

NeurIPS 2015 Learning with Incremental Iterative Regularization Lorenzo Rosasco, Silvia Villa

JMLR 2013 Nonparametric Sparsity and Regularization Lorenzo Rosasco, Silvia Villa, Sofia Mosci, Matteo Santoro, Alessandro Verri

NeurIPS 2010 A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups Sofia Mosci, Silvia Villa, Alessandro Verri, Lorenzo Rosasco

AISTATS 2010 A Regularization Approach to Nonlinear Variable Selection Lorenzo Rosasco, Matteo Santoro, Sofia Mosci, Alessandro Verri, Silvia Villa

ECML-PKDD 2010 Solving Structured Sparsity Regularization with Proximal Methods Sofia Mosci, Lorenzo Rosasco, Matteo Santoro, Alessandro Verri, Silvia Villa