Caroline Chaux

Researcher, CNRS

Joined

January 2023

Names

Caroline Chaux (Preferred)

Emails

****@cnrs.fr (Confirmed)

Personal Links

Career & Education History

Researcher

CNRS (cnrs.fr)

2007 – Present

Advisors, Relations & Conflicts

PhD Advisor

Present

PhD Advisee

Nelly Pustelnik

Present

Coauthor

Present

Coauthor

Francois Malgouyres

Present

Coauthor

Vincent Y. F. Tan

Present

Coauthor

Emmanuel Soubies

Present

Expertise

Inverse problems

,

optimization

Present

Signal/Image processing

Present

Publications

The Expressivity Limits of Transformers
Maxime Meyer, Mario Michelessa, Caroline Chaux, Vincent Y. F. Tan
- MATH4AI @ AAAI 2026 Oral
- Readers: Everyone
Algorithm unrolling for solving inverse problems in signal and image processing
Caroline Chaux, Abhijit Singh, Emmanuel Soubies, Vincent Y. F. Tan
- AI4X 2025 Oral
- Readers: Everyone
Straight-Through Meets Sparse Recovery: the Support Exploration Algorithm
Mimoun Mohamed, Francois Malgouyres, Valentin Emiya, Caroline Chaux
- ICML 2024 Poster
- Readers: Everyone
Image analysis using a dual-tree M-band wavelet transform
Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
- 15 May 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
A variational formulation for frame-based inverse problems
Caroline Chaux, Patrick Combettes, Jean-Christophe Pesquet, Valérie Wajs
- 15 May 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Support Exploration Algorithm for Sparse Support Recovery
Mimoun Mohamed, François Malgouyres, Valentin Emiya, Caroline Chaux
- Published: 01 Jan 2023, Last Modified: 15 May 2023
- CoRR 2023
- Readers: Everyone
Time-Frequency Fading Algorithms Based on Gabor Multipliers
A. Marina Krémé, Valentin Emiya, Caroline Chaux, Bruno Torrésani
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- IEEE J. Sel. Top. Signal Process. 2021
- Readers: Everyone
β-NMF and Sparsity Promoting Regularizations for Complex Mixture Unmixing. Application to 2D HSQC NMR
Afef Cherni, Sandrine Anthoine, Caroline Chaux
- Published: 01 Jan 2020, Last Modified: 15 May 2023
- ICASSP 2020
- Readers: Everyone
Filtering Out Time-Frequency Areas Using Gabor Multipliers
A. Marina Krémé, Valentin Emiya, Caroline Chaux, Bruno Torrésani
- Published: 01 Jan 2020, Last Modified: 15 May 2023
- ICASSP 2020
- Readers: Everyone
An adapted linear discriminant analysis with variable selection for the classification in high-dimension, and an application to medical data
Le Thi Khuyen, Caroline Chaux, Frédéric J. P. Richard, Eric Guedj
- Published: 01 Jan 2020, Last Modified: 15 May 2023
- Comput. Stat. Data Anal. 2020
- Readers: Everyone

View all 60 publications

Co-Authors

View all 52 co-authors