Romain Couillet

Full Professor, University of Grenoble-Alpes

Joined

July 2019

Names

Romain Couillet

Emails

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Full Professor

University of Grenoble-Alpes (univ-grenoble-alpes.fr)

2015 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

PCA-based Multi-Task Learning: a Random Matrix Approach
Malik Tiomoko, Romain Couillet, Frederic Pascal
- ICML 2023 Poster
- Readers: Everyone
Random matrices in service of ML footprint: ternary random features with no performance loss
Hafiz Tiomoko Ali, Zhenyu Liao, Romain Couillet
- Published: 28 Jan 2022, Last Modified: 13 Feb 2023
- ICLR 2022 Poster
- Readers: Everyone
Deciphering and Optimizing Multi-Task Learning: a Random Matrix Approach
Malik Tiomoko, Hafiz Tiomoko Ali, Romain Couillet
- Published: 12 Jan 2021, Last Modified: 05 May 2023
- ICLR 2021 Spotlight
- Readers: Everyone
Sparse Quantized Spectral Clustering
Zhenyu Liao, Romain Couillet, Michael W. Mahoney
- Published: 12 Jan 2021, Last Modified: 05 May 2023
- ICLR 2021 Spotlight
- Readers: Everyone
Random Matrix Improved Covariance Estimation for a Large Class of Metrics
Malik Tiomoko, Romain Couillet, Florent Bouchard, Guillaume Ginolhac
- 2019 (modified: 11 Nov 2022)
- ICML 2019
- Readers: Everyone
The Dynamics of Learning: A Random Matrix Approach
Zhenyu Liao, Romain Couillet
- 2018 (modified: 11 Nov 2022)
- ICML 2018
- Readers: Everyone
On the Spectrum of Random Features Maps of High Dimensional Data
Zhenyu Liao, Romain Couillet
- 2018 (modified: 11 Nov 2022)
- ICML 2018
- Readers: Everyone
A Random Matrix Approach to Echo-State Neural Networks
Romain Couillet, Gilles Wainrib, Hafiz Tiomoko Ali, Harry Sevi
- 2016 (modified: 11 Nov 2022)
- ICML 2016
- Readers: Everyone

Co-Authors