IMDEA Networks
User Publications
Demonstrating Flow-Level In-Switch Inference (Demo)
Aristide Tanyi Jong Akem, Beyza Bütün, Marco Fiore.
IEEE International Conference on Computer Communications. New York, United States. May 2023
Flowrest: Practical Flow-Level Inference in Programmable Switches with Random Forests
Aristide Tanyi Jong Akem, Marco Fiore.
IEEE International Conference on Computer Communications. New York, United States. May 2023
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
DuctiLoc: Energy-efficient Location Sampling with Configurable Accuracy (Accepted for publication)
Panagiota Katsikouli, Diego Madariaga, Aline Viana, Alberto Tarable, Marco Fiore.
IEEE Access. 10.1109/ACCESS.2023.3243731. IEEE. February 2023
Forecasting Network Traffic: A Survey and Tutorial with Open-Source Comparative Evaluation
Gabriel O. Ferreira, Chiara Ravazzi, Fabrizio Dabbene, Giuseppe C. Calafiore, Marco Fiore.
IEEE Access. 10.1109/ACCESS.2023.3236261. Volume 11 , IEEE. ISSN: 2169-3536. January 2023
In-depth Study of RNTI Management in Mobile Networks: Allocation Strategies and Implications on Data Trace Analysis
Giulia Attanasio, Claudio Fiandrino, Marco Fiore, Joerg Widmer, Norbert Ludant.
Computer Networks. December 2022
Henna: hierarchical machine learning inference in programmable switches
Aristide Tanyi Jong Akem, Beyza Bütün, Marco Fiore.
International Workshop on Native Network Intelligence. Rome, Italy. December 2022
DAEMON: A Network Intelligence Plane for 6G Networks
Miguel Camelo, Marco Gramaglia, Joaquín Ballestreros, Antonio Bazco-Nogueras, Ginés García, Steven Latré, Andres Garcia-Saavedra, Marco Fiore.
The 2nd Workshop on Architectural Evolution toward 6G Networks (6GArch). December 2022
Stochastic Evaluation of Indoor Wireless Network Performance with Data-Driven Propagation Models
Stefanos Bakirtzis, Ian Wassell, Marco Fiore, Jie Zhang.
IEEE Global Telecommunications Conference. Rio de Janeiro, Brazil. December 2022
VoronoiBoost: Data-driven Probabilistic Spatial Mapping of Mobile Network Metadata
Orlando E. Martínez-Durive, Theo Couturieux, Cezary Ziemlicki, Marco Fiore.
IEEE International Conference on Sensing, Communication and Networking. Virtual. October 2022
AppShot: A Conditional Deep Generative Model for Synthesizing Service-Level Mobile Traffic Snapshots at City Scale
Chuanhao Sun, Kai Xu, Marco Fiore, Mahesh Marina, Yue Wang, Cezary Ziemlicki.
IEEE Transactions on Network and Service Management. 10.1109/TNSM.2022.3199458. IEEE. ISSN: 1932-4537. August 2022
Deep Learning-based Multivariate Time Series Classification for Indoor/Outdoor Detection
Stefanos Bakirtzis, Kehai Qiu, Ian Wassell, Marco Fiore, Jie Zhang.
IEEE Internet of Things Journal. 10.1109/JIOT.2022.3190555. ISSN: 2327-4662. July 2022
Forecasting for Network Management with Joint Statistical Modelling and Machine Learning
Leonardo Lo Schiavo, Marco Fiore, Marco Gramaglia, Albert Banchs, Xavier Costa-Perez.
10.1109/WoWMoM54355.2022.00028. IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks. Belfast, UK. June 2022
Towards Native Explainable and Robust AI in 6G Networks (Poster)
Giulia Attanasio, Serly Moghadas Gholian, Claudio Fiandrino, Marco Fiore, Joerg Widmer.
12th IMDEA Networks Annual International Workshop. Madrid, Spain. June 2022
Beyond Voronoi: Plain Probabilistic Spatial Coverage Inference from Base Station Deployments (Poster)
Orlando E. Martínez-Durive, Theo Couturieux, Cezary Ziemlicki, Marco Fiore.
12th IMDEA Networks Annual International Workshop. Madrid, Spain. June 2022
Toward Native Explainable and Robust AI in 6G Networks: Current State, Challenges and Road Ahead
Claudio Fiandrino, Giulia Attanasio, Marco Fiore, Joerg Widmer.
Computer Communications. https://doi.org/10.1016/j.comcom.2022.06.036. Elsevier. June 2022
LossLeaP: Learning to Predict for Intent-Based Networking
Alan Collet, Albert Banchs, Marco Fiore.
IEEE International Conference on Computer Communications. virtual. May 2022
Impact of Later-Stages COVID-19 Response Measures on Spatiotemporal Mobile Service Usage
André Zanella, Orlando E. Martínez-Durive, Sachit Mishra, Marco Fiore.
IEEE International Conference on Computer Communications. Virtual. May 2022
Second-level Digital Divide: a Longitudinal Study of Mobile Traffic Consumption Imbalance in France
Sachit Mishra, Marco Fiore.
https://doi.org/10.1145/3485447.3512125. International World Wide Web Conference. Lyon, France. April 2022