Federated Learning for 6G HetNets' Physical Layer Optimization: Perspectives, Trends, and Challenges

IA Bartsiokas, PK Gkonis… - … of Information Science …, 2025 - igi-global.com
This chapter presents a survey that focuses on the implementation of federated learning (FL)
techniques in sixth generation (6G) networks' physical layer (PHY) to meet the increasing …

On Learning Generalized Wireless MAC Communication Protocols via a Feasible Multi-Agent Reinforcement Learning Framework

L Miuccio, S Riolo, S Samarakoon… - … Machine Learning in …, 2024 - ieeexplore.ieee.org
Automatically learning medium access control (MAC) communication protocols via multi-
agent reinforcement learning (MARL) has received huge attention to cater to the extremely …

[PDF][PDF] Machine and Deep Learning Algorithms for Radio Resource Management in 5G and Beyond Networks

Ι Μπαρτσιώκας - 2023 - dspace.lib.ntua.gr
Abstract Fifth-generation (5G) and beyond (B5G) wireless communications systems have
been established to support the exponential growth rate of mobile data traffic and dense …