Aël Quélennec

According to our database, Aël Quélennec authored at least 6 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2025

Memory Constrained Dynamic Subnetwork Update for Transfer Learning.

Aël Quélennec, Pavlo Mozharovskyi, Van-Tam Nguyen, Enzo Tartaglione

CoRR, October, 2025

Study of Training Dynamics for Memory-Constrained Fine-Tuning.

Aël Quélennec, Nour Hezbri, Pavlo Mozharovskyi, Van-Tam Nguyen, Enzo Tartaglione

CoRR, October, 2025

Energy and Memory-Efficient Artificial Intelligence for On-Device Learning. (Intelligence Artificielle Économe en Énergie et en Mémoire pour l'Apprentissage Embarqué).

Aël Quélennec

PhD thesis, 2025

Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning.

Le-Trung Nguyen, Aël Quélennec, Van-Tam Nguyen, Enzo Tartaglione

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

Towards On-Device Learning on the Edge: Ways to Select Neurons to Update Under a Budget Constraint.

Aël Quélennec, Enzo Tartaglione, Pavlo Mozharovskyi, Van-Tam Nguyen

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision Workshops, 2024

Activation Map Compression through Tensor Decomposition for Deep Learning.

Le-Trung Nguyen, Aël Quélennec, Enzo Tartaglione, Samuel Tardieu, Van-Tam Nguyen

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024