Guillaume Garrigos

Assistant Professor, Université Paris Cité

Joined

April 2021

Names

Guillaume Garrigos (Preferred)

Emails

****@lpsm.paris (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Homepage

Google Scholar

ORCID

Career & Education History

Assistant Professor

Université Paris Cité (u-paris.fr)

2018 – Present

Advisors, Relations & Conflicts

Coauthor

Robert M. Gower

Present

Coauthor

Umut Simsekli

Present

Postdoc Advisor

Gabriel Peyré

Present

Coauthor

Jalal Fadili

Present

Expertise

No areas of expertise listed

Publications

Analysis of an Idealized Stochastic Polyak Method and its Application to Black-Box Model Distillation
Robert M. Gower, Guillaume Garrigos, Nicolas Loizou, Konstantin Mishchenko, Dimitris Oikonomou, Fabian Schaipp
- Submitted to ICLR 2026
- Readers: Everyone
Tracking the Median of Gradients with a Stochastic Proximal Point Method
Fabian Schaipp, Guillaume Garrigos, Umut Simsekli, Robert M. Gower
- Accepted by TMLR
- Readers: Everyone
Analysis of an Idealized Stochastic Polyak Method and its Application to Black-Box Model Distillation
Robert M. Gower, Guillaume Garrigos, Nicolas Loizou, Konstantin Mishchenko, Dimitris Oikonomou, Fabian Schaipp
- Submitted to ICML 2025
- Readers: Everyone
Accelerated iterative regularization via dual diagonal descent
Luca Calatroni, Silvia Villa, Lorenzo Rosasco, Guillaume Garrigos
- OpenReview Archive Direct Upload
- Readers: Everyone
Online Inventory Problems: Beyond the i.i.d. Setting with Online Convex Optimization
Massil HIHAT, Stéphane Gaïffas, Guillaume Garrigos, Simon Bussy
- NeurIPS 2023 poster
- Readers: Everyone
Provable convergence guarantees for black-box variational inference
Justin Domke, Robert M. Gower, Guillaume Garrigos
- NeurIPS 2023 poster
- Readers: Everyone
Convergence of the forward-backward algorithm: beyond the worst-case with the help of geometry
Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
- Published: 01 Jan 2023, Last Modified: 15 May 2023
- Math. Program. 2023
- Readers: Everyone
SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums
Jiabin Chen, Rui Yuan, Guillaume Garrigos, Robert M. Gower
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- AISTATS 2022
- Readers: Everyone
SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums
Jiabin Chen, Rui Yuan, Guillaume Garrigos, Robert M. Gower
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CoRR 2021
- Readers: Everyone
Accelerated Iterative Regularization via Dual Diagonal Descent
Luca Calatroni, Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- SIAM J. Optim. 2021
- Readers: Everyone

View all 15 publications

Guillaume Garrigos

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors