IMDEA Networks
User Publications
Distributing Inference in the User Plane of Complex Network Topologies with DUNE (Accepted for publication)
Beyza Bütün, David De Andrés Hernández, Alexis Carré, Michele Gucciardo
IEEE/ACM Transactions on Networking. January 2026
Pallas: A Data-Plane-Only Approach to Accurate Persistent Flow Detection on Programmable Switches in High-Speed Networks
Weihe Li, Beyza Bütün, Tianyue Chu, Marco Fiore, Paul Patras
IEEE International Conference on Network Protocols. Seoul, South Korea. September 2025
Practical and General-Purpose Flow-Level Inference with Random Forests in Programmable Switches
Aristide Tanyi Jong Akem, Beyza Bütün, Michele Gucciardo, Marco Fiore
IEEE/ACM Transactions on Networking. 10.1109/TON.2025.3564465. May 2025
DUNE: Distributed Inference in the User Plane
Beyza Bütün, David De Andrés Hernández, Michele Gucciardo, Marco Fiore
IEEE International Conference on Computer Communications. London, United Kingdom. May 2025
Demonstrating Distributed Inference in the User Plane with DUNE (Demo)
Beyza Bütün, David De Andrés Hernández, Jose Aguilar, Michele Gucciardo, Marco Fiore
IEEE International Conference on Computer Communications. London, United Kingdom. May 2025
Pontus: A Memory-Efficient and High-Accuracy Approach for Persistence-Based Item Lookup in High-Velocity Data Streams
Weihe Li, Zukai Li, Beyza Bütün, Alec F. Diallo, Marco Fiore, Paul Patras
International World Wide Web Conference. Sydney, Australia. April 2025
Jewel: Resource-Efficient Joint Packet and Flow Level Inference in Programmable Switches
Aristide Tanyi Jong Akem, Beyza Bütün, Michele Gucciardo, Marco Fiore
IEEE International Conference on Computer Communications. Vancouver, Canada. May 2024
Evaluating the Impact of Flow Length on the Performance of In-Switch Inference Solutions
Michele Gucciardo, Beyza Bütün, Aristide Tanyi Jong Akem, Marco Fiore
IEEE International Conference on Computer Communications. Vancouver, Canada. May 2024
Fast Detection of Cyberattacks on the Metaverse through User-plane Inference
Beyza Bütün, Aristide Tanyi Jong Akem, Michele Gucciardo, Marco Fiore
International Conference on Metaverse Computing, Networking and Applications. Kyoto, Japan. June 2023
Showcasing In-Switch Machine Learning Inference (Demo)
Aristide Tanyi Jong Akem, Beyza Bütün, Michele Gucciardo, Marco Fiore
IEEE International Conference on Network Softwarization. Madrid, Spain. June 2023
Demonstrating Flow-Level In-Switch Inference (Demo)
Michele Gucciardo, Aristide Tanyi Jong Akem, Beyza Bütün, Marco Fiore
IEEE International Conference on Computer Communications. New York, United States. May 2023
Henna: hierarchical machine learning inference in programmable switches
Aristide Tanyi Jong Akem, Beyza Bütün, Michele Gucciardo, Marco Fiore
International Workshop on Native Network Intelligence. Rome, Italy. December 2022