Guillaume Garrigos

ORCID

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 14

Top Venues

Federico Santa María Technical University, Valparaíso, Chile (PHD)

Education History

Federico Santa María Technical University, Valparaíso, Chile

PHD

Publications

Massil Hihat, Guillaume Garrigos, Adeline Fermanian, Simon Bussy
Multivariate Online Linear Regression for Hierarchical Forecasting. CoRR (2024)
Fabian Schaipp, Guillaume Garrigos, Umut Simsekli, Robert M. Gower
SGD with Clipping is Secretly Estimating the Median Gradient. CoRR (2024)
Massil Hihat, Stéphane Gaïffas, Guillaume Garrigos, Simon Bussy
Online Inventory Problems: Beyond the i.i.d. Setting with Online Convex Optimization. NeurIPS (2023)
Justin Domke, Robert M. Gower, Guillaume Garrigos
Provable convergence guarantees for black-box variational inference. NeurIPS (2023)
Justin Domke, Guillaume Garrigos, Robert M. Gower
Provable convergence guarantees for black-box variational inference. CoRR (2023)
Massil Hihat, Stéphane Gaïffas, Guillaume Garrigos, Simon Bussy
Online Inventory Problems: Beyond the i.i.d. Setting with Online Convex Optimization. CoRR (2023)
Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Convergence of the forward-backward algorithm: beyond the worst-case with the help of geometry. Math. Program. 198 (1) (2023)
Guillaume Garrigos, Robert M. Gower, Fabian Schaipp
Function Value Learning: Adaptive Learning Rates Based on the Polyak Stepsize and Function Splitting in ERM. CoRR (2023)
Jiabin Chen, Rui Yuan, Guillaume Garrigos, Robert M. Gower
SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums. AISTATS (2022)
Jiabin Chen, Rui Yuan, Guillaume Garrigos, Robert M. Gower
SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums. CoRR (2021)
Luca Calatroni, Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Accelerated Iterative Regularization via Dual Diagonal Descent. SIAM J. Optim. 31 (1) (2021)
Jalal Fadili, Guillaume Garrigos, Jérôme Malick, Gabriel Peyré
Model Consistency for Learning with Mirror-Stratifiable Regularizers. AISTATS (2019)
Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Iterative Regularization via Dual Diagonal Descent. J. Math. Imaging Vis. 60 (2) (2018)
Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Sparse Multiple Kernel Learning: Support Identification via Mirror Stratifiability. EUSIPCO (2018)
Pierre Frankel, Guillaume Garrigos, Juan Peypouquet
Splitting Methods with Variable Metric for Kurdyka-Łojasiewicz Functions and General Convergence Rates. J. Optim. Theory Appl. 165 (3) (2015)

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Publication Activity (10 Years)

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Guillaume Garrigos