IMDEA Networks
Dr. Alan COLLET
- Graduation date: Sep 2024
- BSc: Engineering Sciences - Polytechnic Institute of Bordeaux. Bordeaux, France
- MSc: Telecommunication Engineering - ENSEIRB-MATMECA. Bordeaux, France
- MSc: Computer Sciences - Illinois Institute of Technology. Chicago, United States
- PhD: Telematic Engineering - University Carlos III of Madrid. Madrid, Spain
- Ph.D. Thesis: Metric meta-learning in deep learning models for Intent-based networking
- Ph.D. Supervisors: Dr. Marco FIORE & Dr. Albert BANCHS
- Former position: PhD Student. IMDEA Networks Institute. Madrid. Spain
- Joining date: October 2020
- Leaving date: September 2024
- Email: alan.collet@imdea.org
Publications
Metric meta-learning in deep learning models for intent-based networking (PhD)
Alan Collet
pp. 132 , September 2024
Explainable and Transferable Loss Meta-Learning for Zero-Touch Anticipatory Network Management
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE Transactions on Network and Service Management. 10.1109/TNSM.2024.3377442. Volume 21 , IEEE. ISSN: 1932-4537. June 2024
Learning to Learn How to Manage Network Resources with Loss Function Meta-Learning (Accepted for publication)
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE Communications Magazine. IEEE. ISSN: 1558-1896. January 2024
AutoManager: a Meta-Learning Model for Network Management from Intertwined Forecasts
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE International Conference on Computer Communications. New York, United States. May 2023
Spotting Deep Neural Network Vulnerabilities in Mobile Traffic Forecasting with an Explainable AI Lens
Serly Moghadas Gholian, Claudio Fiandrino, Alan Collet, Giulia Attanasio, Marco Fiore, Joerg Widmer
IEEE International Conference on Computer Communications. New York, United States. May 2023