Silvia Villa
8 papers · 2010–2023 · 4 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Academic Marathon (13)
π
Cross-Pollinator
(9)
πΊοΈ
Taxonomy Completionist
(20)
π
Conference Pioneer
Conferences
AISTATS (3)
NIPS (3)
CVPR (1)
JMLR (1)
Top co-authors
Keywords
variable selection
(3)
proximal method
(2)
iterative regularization
(2)
convex optimization
(2)
reproducing kernel hilbert space
(2)
kernel methods
(2)
black-box optimization
(1)
group lasso
(1)
sparse recovery
(1)
supervised learning
(1)
hyperparameter optimization
(1)
gaussian process
(1)
universal consistency
(1)
multi-task learning
(1)
finite difference
(1)
sparse representation
(1)
sparse regularization
(1)
adaptive discretization
(1)
primal-dual algorithm
(1)
nonlinear regression
(1)
Papers
An Optimal Structured Zeroth-order Algorithm for Non-smooth Optimization
NIPS 2023
Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization
AISTATS 2022
Iterative regularization for convex regularizers
AISTATS 2021
Learning with Incremental Iterative Regularization
NIPS 2015
Learning Multiple Visual Tasks While Discovering Their Structure
CVPR 2015
Nonparametric Sparsity and Regularization
JMLR 2013
A Regularization Approach to Nonlinear Variable Selection
AISTATS 2010
A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups
NIPS 2010