Skip to content
conftrace_

Silvia Villa

8 papers · 2010–2023 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

Jump to papers ↓
+1 more ↓ 🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (22) 🐣 Hot Topic Early Bird
📈 Trend Setter

Venues

AISTATS (3) NeurIPS (3) CVPR (1) JMLR (1)

Top co-authors

Lorenzo Rosasco (8) Alessandro Verri (3) Sofia Mosci (3) Marco Rando (2) Cesare Molinari (2) Matteo Santoro (2) Carlo Ciliberto (1) Luigi Carratino (1) Mathurin Massias (1)

Research topics

Machine Learning (8) Optimization & Theory · Machine Learning (7) Core Methods (5) Learning Types · Machine Learning (4) Deep Learning (3) Mathematics & Optimization (3) Optimization (3) Optimization & Theory · Deep Learning (2) Bayesian & Probabilistic (1) Learning Types · Deep Learning (1)

Keywords

variable selection (3) iterative regularization (2) proximal method (2) convex optimization (2) reproducing kernel hilbert space (2) kernel methods (2) black-box optimization (1) incremental gradient (1) sparse recovery (1) supervised learning (1) hyperparameter optimization (1) group lasso (1) gaussian process (1) universal consistency (1) multi-task learning (1) finite difference (1) sparse regularization (1) sparse representation (1) adaptive discretization (1) nonlinear regression (1)

Papers

An Optimal Structured Zeroth-order Algorithm for Non-smooth Optimization NeurIPS 2023 Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization AISTATS 2022 Iterative regularization for convex regularizers AISTATS 2021 Learning Multiple Visual Tasks While Discovering Their Structure CVPR 2015 Learning with Incremental Iterative Regularization NeurIPS 2015 Nonparametric Sparsity and Regularization JMLR 2013 A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups NeurIPS 2010 A Regularization Approach to Nonlinear Variable Selection AISTATS 2010