IMDEA Networks
Publications
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. Mayo 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. Mayo 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. Mayo 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. Abril 2025
XAI for Network Management
Claudio Fiandrino, Pablo Fernández, Marco Fiore, Joerg Widmer
Elsevier. ISBN: 978-0-443-29135-7. Abril 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. Marzo 2025
DeExp: Revealing Model Vulnerabilities for Spatio-Temporal Mobile Traffic Forecasting with Explainable AI
Serly Moghadas, Claudio Fiandrino, Narseo Vallina-Rodríguez, Marco Fiore, Joerg Widmer
IEEE Transactions on Mobile Computing. IEEE. Enero 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. Noviembre 2024
Unveiling the 5G Mid-Band Landscape: From Network Deployment to Performance and Application QoE
Rostand A. K. Fezeu, Claudio Fiandrino, Eman Ramadan, Jason Carpenter, Lilian Coelho De Freitas, Faaiq Bilal, Wei Ye, Joerg Widmer, Feng Qian, Zhi-Li Zhang
ACM Special Interest Group on Management of Data Conference. Sidney, Australia. Agosto 2024
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, 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
IFIP International Conference on Networking. Thessaloniki, Greece. Junio 2024
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Proyectos anteriores
bRAIN
IA explicable y robusta para su integración en sistemas de red de próxima generación