From the 1 of 3 linked papers with an AI index.
3 papers
An Informativeness-based Clustered Federated Learning Method for Reliable Traffic Prediction in Managed Wi-Fi Networks
Luca Barbieri, Gianluca Fontanesi, Lorenzo Galati Giordano +2
The paper proposes a clustered federated learning framework that selects informative AP clusters using differential entropy to improve Wi‑Fi traffic prediction while reducing commu…
Complex-Valued Kuramoto Networks: A Unified Control-Theoretic Framework
Lorenzo Giordano, Josep M. Olm, Mario di Bernardo
Synchronization in networks of coupled oscillators is classically studied via the Kuramoto model, whose intrinsic nonlinearity limits analytical tractability and complicates contro…
Modelling and Performance Analysis of Non-Primary Channel Access in Wi-Fi Networks
Boris Bellalta, Francesc Wilhelmi, Lorenzo Galati-Giordano +1
This paper aims to improve our understanding of the performance of the Non-Primary Channel Access (NPCA) mechanism, a new feature introduced in IEEE 802.11bn to enhance spectrum ut…