Mathieu Léonardon

Associate Professor, MEE, IMT Atlantique

Joined

April 2023

Names

Mathieu Léonardon (Preferred)

Emails

****@imt-atlantique.fr (Confirmed)

Personal Links

Career & Education History

Associate Professor

MEE, IMT Atlantique (imt-atlantique.fr)

2020 – Present

Lecturer

University of Bordeaux (u-bordeaux.fr)

2018 – 2019

PhD student

University of Bordeaux (u-bordeaux.fr)

2015 – 2018

Advisors, Relations & Conflicts

No relations added

Expertise

Deep Learning Compression

2020 – 2025

Hardware for Deep Learning

2020 – 2025

Publications

Insights From a Data- and Space-Agnostic Approach to Zero-Cost Proxies
Timotée Ly-Manson, Mathieu Léonardon, Abdeldjalil AISSA EL BEY
- Accepted by TMLR
- Readers: Everyone
Zero-Cost Benchmarks: Towards Lower Reliance on Spearman Rank Correlation
Timotée Ly-Manson, Mathieu Léonardon, Abdeldjalil AISSA EL BEY
- AutoML 2025 Non-Archival Content Track
- Readers: Everyone
FPGA-Oriented Design Space Exploration of a Real-Time Road Scene Semantic Segmentation Deep Neural Network
Hugo Le Blevec, Mathieu Léonardon, Stefan Weithoffer, Matthieu Arzel
- FPGA 2025
- Readers: Everyone
Analyzing Few-Shot Neural Architecture Search in a Metric-Driven Framework
Timotée Ly-Manson, Mathieu Léonardon, Abdeldjalil AISSA EL BEY, Ghouthi BOUKLI HACENE, Lukas Mauch
- AutoML 2024
- Readers: Everyone
FLoCoRA: Federated learning compression with low-rank adaptation
Lucas Grativol Ribeiro, Mathieu Léonardon, Guillaume Muller, Virginie Fresse, Matthieu Arzel
- CoRR 2024
- Readers: Everyone
PEFSL: A deployment Pipeline for Embedded Few-Shot Learning on a FPGA SoC
Lucas Grativol, Lubin Gauthier, Mathieu Léonardon, Jérémy Morlier, Antoine Lavrard-Meyer, Guillaume Muller, Virginie Fresse, Matthieu Arzel
- ISCAS 2024
- Readers: Everyone
Design Environment of Quantization-Aware Edge AI Hardware for Few-Shot Learning
R. Kanda, Naoya Onizawa, Mathieu Léonardon, Vincent Gripon, Takahiro Hanyu
- MWSCAS 2024
- Readers: Everyone
Analyzing Few-Shot Neural Architecture Search in a Metric-Driven Framework
Timotée Ly-Manson, Mathieu Léonardon, Abdeldjalil Aïssa-El-Bey, Ghouthi Boukli Hacene, Lukas Mauch
- AutoML 2024
- Readers: Everyone
PEFSL: A deployment Pipeline for Embedded Few-Shot Learning on a FPGA SoC
Lucas Grativol Ribeiro, Lubin Gauthier, Mathieu Léonardon, Jérémy Morlier, Antoine Lavrard-Meyer, Guillaume Muller, Virginie Fresse, Matthieu Arzel
- CoRR 2024
- Readers: Everyone
FLoCoRA: Federated Learning Compression with Low-Rank Adaptation
Lucas Grativol, Mathieu Léonardon, Guillaume Muller, Virginie Fresse, Matthieu Arzel
- EUSIPCO 2024
- Readers: Everyone

View all 33 publications

Co-Authors

View all 54 co-authors