Gérard Biau

Full Professor, Sorbonne University

Joined

July 2019

Names

Gérard Biau

Emails

****@upmc.fr (Confirmed)

,

****@sorbonne-universite.fr (Confirmed)

Personal Links

Career & Education History

Full Professor

Sorbonne University (sorbonne-universite.fr)

2007 – Present

Advisors, Relations & Conflicts

Coauthor

2023 – 2025

PhD Advisee

2020 – 2023

Expertise

Statistics

2001 – Present

Statistical learning

2001 – Present

Publications

Optimal Stopping in Latent Diffusion Models
Yu-Han Wu, Quentin Berthet, Gérard Biau, Claire Boyer, Romuald Elie, Pierre Marion
- EurIPS 2025 Workshop PriGM
- Readers: Everyone
Optimal Stopping in Latent Diffusion Models
Yu-Han Wu, Quentin Berthet, Gérard Biau, Claire Boyer, Romuald Elie, Pierre Marion
- Submitted to ICLR 2026
- Readers: Everyone
Fast kernel methods: Sobolev, physics-informed, and additive models
Nathan Doumèche, Francis Bach, Gérard Biau, Claire Boyer
- Submitted to ICLR 2026
- Readers: Everyone
Attention layers provably solve single-location regression
Pierre Marion, Raphaël Berthier, Gérard Biau, Claire Boyer
- ICLR 2025 Poster
- Readers: Everyone
Implicit regularization of deep residual networks towards neural ODEs
Pierre Marion, Yu-Han Wu, Michael Eli Sander, Gérard Biau
- ICLR 2024 spotlight
- Readers: Everyone
Some Theoretical Insights into Wasserstein GANs
Ugo Tanielian, Ugo Tanielian, Gérard Biau, Maxime Sangnier
- 16 Nov 2022
- OpenReview Archive Direct Upload
- Readers: Everyone
Framing RNN as a kernel method: A neural ODE approach
Adeline Fermanian, Pierre Marion, Jean-Philippe Vert, Gérard Biau
- Published: 09 Nov 2021, Last Modified: 26 May 2025
- NeurIPS 2021 Oral
- Readers: Everyone

Co-Authors