IMDEA Networks
User Publications
User-Plane Algorithms for Stateless and Stateful Inference in Programmable Networks
Aristide Tanyi Jong Akem
ACM SIGMETRICS Performance Evaluation Review. 10.1145/3712170.3712177. Volume 52 , ACM. January 2025
Real-Time Encrypted Traffic Classification in Programmable Networks with P4 and Machine Learning
Aristide Tanyi Jong Akem, Guillaume Fraysse, Marco Fiore
International Journal of Network Management. 10.1002/nem.2320. Volume 35 , Wiley. January 2025
Practical and General-Purpose Flow-Level Inference with Random Forests in Programmable Switches (Accepted for publication)
Aristide Tanyi Jong Akem, Beyza Bütün, Michele Gucciardo, Marco Fiore
IEEE/ACM Transactions on Networking. 10.1109/TON.2025.3564465. January 2025
Towards Real-Time Intrusion Detection in P4-Programmable 5G User Plane Functions
Aristide Tanyi Jong Akem, Marco Fiore
International Conference on Network Protocols. Charleroi, Belgium. October 2024
User-Plane Algorithms for Stateless and Stateful Inference in Programmable Networks (PhD)
Aristide Tanyi Jong Akem
pp. 152 , September 2024
Ultra-Low Latency User-Plane Cyberattack Detection in SDN-based Smart Grids
Aristide Tanyi Jong Akem, Michele Gucciardo, Marco Fiore
ACM International Conference on Future and Sustainable Energy Systems. Singapore, Singapore. June 2024
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
Towards Data-Driven Management of Mobile Networks through User Plane Inference
Aristide Tanyi Jong Akem, Marco Fiore
IEEE Network Operations and Management Symposium. Seoul, South Korea. May 2024
Encrypted Traffic Classification at Line Rate in Programmable Switches with Machine Learning
Aristide Tanyi Jong Akem, Guillaume Fraysse, Marco Fiore
IEEE/IFIP Network Operations and Management Symposium. Seoul, South Korea. 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
Flowrest: Practical Flow-Level Inference in Programmable Switches with Random Forests
Aristide Tanyi Jong Akem, Michele Gucciardo, 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
Implementation and Scalability Evaluation of Random Forests for In-Switch Inference (Poster)
Aristide Tanyi Jong Akem, Michele Gucciardo, Marco Fiore
12th IMDEA Networks Annual International Workshop. Madrid, Spain. June 2022