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Silvia Villa

Variance reduction techniques for stochastic proximal point algorithms

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Aug 18, 2023
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Snacks: a fast large-scale kernel SVM solver

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Apr 17, 2023
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Iterative regularization in classification via hinge loss diagonal descent

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Dec 24, 2022
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Stochastic Zeroth order Descent with Structured Directions

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Jun 10, 2022
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Iterative regularization for low complexity regularizers

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Feb 01, 2022
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Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domain by Adaptive Discretization

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Jun 16, 2021
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Implicit regularization for convex regularizers

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Jun 17, 2020
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Convergence of the Forward-Backward Algorithm: Beyond the Worst Case with the Help of Geometry

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Aug 01, 2017
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Don't relax: early stopping for convex regularization

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Jul 18, 2017
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Learning with incremental iterative regularization

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Jun 15, 2015
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