IMDEA Networks
Dr. Alan COLLET
- Fecha de graduación: Sep 2024
- BSc: Engineering Sciences - Polytechnic Institute of Bordeaux. Burdeos, Francia
- MSc: Telecommunication Engineering - ENSEIRB-MATMECA. Burdeos, Francia
- MSc: Computer Sciences - Illinois Institute of Technology. Chicago, Estados Unidos
- PhD: Ingeniería Telemática - Universidad Carlos III de Madrid. Madrid, España
- Tesis doctoral: Metric meta-learning in deep learning models for Intent-based networking
- Supervisores de tesis: Dr. Marco FIORE & Dr. Albert BANCHS
- Puesto anterior: Estudiante de doctorado. IMDEA Networks Institute. Madrid. España
- Fecha de incorporación: Octubre 2020
- Fecha de cese: Septiembre 2024
- Email: alan.collet@imdea.org
Publicaciones
Metric meta-learning in deep learning models for intent-based networking (PhD)
Alan Collet
pp. 132 , Septiembre 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. Volumen 21 , IEEE. ISSN: 1932-4537. Junio 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. Enero 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. Mayo 2023
Spotting Deep Neural Network Vulnerabilities in Mobile Traffic Forecasting with an Explainable AI Lens
Serly Moghadas, Claudio Fiandrino, Alan Collet, Giulia Attanasio, Marco Fiore, Joerg Widmer
IEEE International Conference on Computer Communications. New York, United States. Mayo 2023