3 papers
eess.SP2026
Unsupervised Learning for Scalable Downlink Power Control in Cell-Free Massive MIMO
Giovanni Di Gennaro, Amedeo Buonanno, Gianmarco Romano +3
In cell-free massive multiple-input multiple-output systems, downlink power control is essential to ensure uniformly high service quality across users. Existing methods range from…
cs.CL2025
Probing Information Distribution in Transformer Architectures through Entropy Analysis
Amedeo Buonanno, Alessandro Rivetti, Francesco A. N. Palmieri +2
This work explores entropy analysis as a tool for probing information distribution within Transformer-based architectures. By quantifying token-level uncertainty and examining entr…
cs.LG2025
A General Framework for Scalable UE-AP Association in User-Centric Cell-Free Massive MIMO based on Recurrent Neural Networks
Giovanni Di Gennaro, Amedeo Buonanno, Gianmarco Romano +2
This study addresses the challenge of access point (AP) and user equipment (UE) association in cell-free massive MIMO networks. It introduces a deep learning algorithm leveraging B…