Federated Analytics for 6G Networks: Applications, Challenges, and Opportunities

no code implementations • 8 Jan 2024 • Juan Marcelo Parra-Ullauri, Xunzheng Zhang, Anderson Bravalheri, Yulei Wu, Reza Nejabati, Dimitra Simeonidou

Extensive research is underway to meet the hyper-connectivity demands of 6G networks, driven by applications like XR/VR and holographic communications, which generate substantial data requiring network-based processing, transmission, and analysis.

Distributed Computing Federated Learning

iOn-Profiler: intelligent Online multi-objective VNF Profiling with Reinforcement Learning

no code implementations • 14 Dec 2023 • Xenofon Vasilakos, Shadi Moazzeni, Anderson Bravalheri, Pratchaya Jaisudthi, Reza Nejabati, Dimitra Simeonidou

Leveraging the potential of Virtualised Network Functions (VNFs) requires a clear understanding of the link between resource consumption and performance.

reinforcement-learning Reinforcement Learning (RL)