IMDEA Networks
Publications
A Scalable DNN Training Framework for Traffic Forecasting in Mobile Networks
Serly Moghadas Gholian, Claudio Fiandrino, Joerg Widmer
IEEE International Conference on Machine Learning for Communication and Networking. Barcelona, Spain. May 2025
Gen-TWIN: Generative-AI-Enabled Digital Twin for Open Radio Access Networks
Osman Tugay Basaran, Davide Villa, Pedram Johari, Michele Polese, Claudio Fiandrino, Falko Dressler, Tommaso Melodia
IEEE International Conference on Computer Communications. London, United Kingdom. May 2025
Ph.D. Forum: Explainable AI for Time Series Analysis in 5G/6G Operations (Other)
Pablo Fernández, Claudio Fiandrino, Joerg Widmer
IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks. Fort Worth, Texas, USA. May 2025
Demo: Explaining Time Series Interactively with CHRONOPROF (Demo)
Pablo Fernández, Iñaki Bravo, Anirudh Kamath, Claudio Fiandrino, Joerg Widmer
IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks. Fort Worth, Texas, USA. May 2025
CHRONOPROF: Profiling Time Series Forecasters and Classifiers in Mobile Networks with Explainable AI
Pablo Fernández, Iñaki Bravo, Anirudh Kamath, Claudio Fiandrino, Joerg Widmer
IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks. May 2025
How mature is 5G deployment? A cross-sectional, year-long study of 5G uplink performance
Imran Khan, Moinak Ghoshal, Joana Angjo, Sigrid Dimce, Mushahid Hussain, Paniz Parastar, Yenchia Yu, Xueting Yeng, Sumit Hawal, Shirui Huang, Ameya Rane, Yin Wang, Claudio Fiandrino, Charalampos Orfanidis, Shivang Aggarwal, Ana C Aguiar, Ozgu Alay, Carla Fabiana Chiasserini, Falko Dressler, Y. Charlie Hu, Steven Y. Ko, Dimitrios Koutsonikolas, Joerg Widmer
Computer Communications. 10.1016/j.comcom.2025.108153. Elsevier. April 2025
XAI for Network Management
Claudio Fiandrino, Pablo Fernández, Marco Fiore, Joerg Widmer
Elsevier. ISBN: 978-0-443-29135-7. April 2025
AIChronoLens: AI/ML Explainability for Time Series Forecasting in Mobile Networks
Pablo Fernández, Claudio Fiandrino, Eloy Perez Gomez, Hossein Mohammadalizadeh, Marco Fiore, Joerg Widmer
IEEE Transactions on Mobile Computing. 10.1109/TMC.2025.3554035. IEEE. March 2025
DeExp: Revealing Model Vulnerabilities for Spatio-Temporal Mobile Traffic Forecasting with Explainable AI
Serly Moghadas Gholian, Claudio Fiandrino, Narseo Vallina-Rodríguez, Marco Fiore, Joerg Widmer
IEEE Transactions on Mobile Computing. IEEE. January 2025
Twinning Commercial Network Traces on Experimental Open RAN Platforms
Leonardo Bonati, Ravis Shirkhani, Claudio Fiandrino, Stefano Maxenti, Salvatore D'oro, Michele Polese, Tommaso Melodia
Proceedings of 18th ACM Workshop on Wireless Network Testbeds, Experimental Evaluation & Characterization. Washington, D.C., USA. November 2024
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TUCAN6-CM
Technologies for sensing and communication in 6G networks
Financed by: Madrid Regional Government
Agile-6G
AGENTIC AI for 6G mobile networks
Financed by: Ministry of Science, Innovation and Univiersities (MICIU), State Research Agency (AEI) and FEDER
Previous projects
bRAIN
Explainable and robust AI for integration in next generation networked systems