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Silvia Villa
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Silvia Villa18 visible / 18 total nodes / 55 links

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Related contextCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipWorks onWorks onWorks onWorks onAuthorshipAuthorshipWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalSilvia VillaASilvia VillaResearcherSGD for Variational Inference: Tackling Unbounded Variance via Preconditioning and Dynamic BatchingWSGD for Variational Inf...preprint / 2026Cesare MolinariACesare MolinariResearcherLorenzo RosascoALorenzo RosascoResearcherHippolyte LabarrièreAHippolyte LabarrièreResearcherOn Learnability, Complexity and StabilityWOn Learnability, Comple...preprint / 2013Proximal methods for the latent group lasso penaltyWProximal methods for th...preprint / 2012Machine LearningTMachine Learning49008 worksmath.OCTmath.OC9232 worksConvergence analysis of a proximal Gauss-Newton methodWConvergence analysis of...preprint / 2011Nonparametric sparsity and regularizationWNonparametric sparsity ...preprint / 2012Learning with incremental iterative regularizationWLearning with increment...preprint / 2015A Stochastic forward-backward splitting method for solving monotone inclusions in Hilbert spacesWA Stochastic forward-ba...preprint / 2015Stochastic inertial primal-dual algorithmsWStochastic inertial pri...preprint / 2015A stochastic inertial forward-backward splitting algorithm for multivariate monotone inclusionsWA stochastic inertial f...preprint / 2015A first-order stochastic primal-dual algorithm with correction stepWA first-order stochasti...preprint / 2016Convergence of Stochastic Proximal Gradient AlgorithmWConvergence of Stochast...preprint / 2014Convergence rates for the Heavy-Ball continuous dynamics for non-convex optimization, under Polyak-Łojasiewicz conditionWConvergence rates for t...preprint / 2022
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Silvia Villa

Researcher

PaperSGD for Variational Inference: Tackling Unbounded Variance via Preconditioning and Dynamic BatchingAuthorship / preprint / 2026PersonCesare MolinariCo-authorship / ResearcherPersonLorenzo RosascoCo-authorship / ResearcherPersonHippolyte LabarrièreCo-authorship / ResearcherPaperOn Learnability, Complexity and StabilityAuthorship / preprint / 2013PaperProximal methods for the latent group lasso penaltyAuthorship / preprint / 2012TopicMachine LearningWorks on / 49008 worksTopicmath.OCWorks on / 9232 works

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