Guillaume Garrigos

Sparse Multiple Kernel Learning: Support Identification via Mirror Stratifiability

Lorenzo Rosasco, Silvia Villa, Guillaume Garrigos, 2018, 2018 26th European Signal Processing Conference (EUSIPCO).

Model Consistency for Learning with Mirror-Stratifiable Regularizers

Mohamed-Jalal Fadili, Jérôme Malick, Gabriel Peyré, 2019, AISTATS.

Descent dynamical systems and algorithms for tame optimization, and multi-objective problems. (Systèmes dynamiques de descente et algorithmes pour l'optimisation modérée, et les problèmes multi-objectif)

Guillaume Garrigos, Guillaume Garrigos, 2015 .

Splitting Methods with Variable Metric for Kurdyka–Łojasiewicz Functions and General Convergence Rates

Juan Peypouquet, Guillaume Garrigos, Pierre Frankel, 2015, J. Optim. Theory Appl..

Iterative Regularization via Dual Diagonal Descent

Lorenzo Rosasco, Silvia Villa, Guillaume Garrigos, 2016, Journal of Mathematical Imaging and Vision.

Accelerated Iterative Regularization via Dual Diagonal Descent

Lorenzo Rosasco, Silvia Villa, Luca Calatroni, 2019, SIAM J. Optim..

SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums pdf

Robert M. Gower, Guillaume Garrigos, Jiabin Chen, 2021, ArXiv.

Thresholding gradient methods in Hilbert spaces: support identification and linear convergence

Lorenzo Rosasco, Silvia Villa, Guillaume Garrigos, 2017, ESAIM: Control, Optimisation and Calculus of Variations.

A dynamic gradient approach to Pareto optimization with nonsmooth convex objective functions

Hedy Attouch, Guillaume Garrigos, H. Attouch, 2014, 1406.1694.