IMDEA Networks
User Publications
Learning to Learn How to Manage Network Resources with Loss Function Meta-Learning
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE Communications Magazine. IEEE. ISSN: 1558-1896. November 2024
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
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
LossLeaP: Learning to Predict for Intent-Based Networking
Alan Collet, Albert Banchs, Marco Fiore
IEEE International Conference on Computer Communications. virtual. May 2022