Federated learning-empowered mobile network management for 5G and beyond networks: From access to core
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …
integrated communication and computing platform that will enable multipurpose and …
Federated learning using game strategies: State-of-the-art and future trends
R Gupta, J Gupta - Computer Networks, 2023 - Elsevier
Federated learning (FL) is a new and promising paradigm that allows devices to learn
without sharing data with the centralized server. It is often built on decentralized data where …
without sharing data with the centralized server. It is often built on decentralized data where …
Two-stream graph convolutional network-incorporated latent feature analysis
F Bi, T He, Y Xie, X Luo - IEEE Transactions on Services …, 2023 - ieeexplore.ieee.org
Historical Quality-of-Service (QoS) data describing existing user-service invocations are vital
to understanding user behaviors and cloud service conditions. Collaborative Filtering (CF) …
to understanding user behaviors and cloud service conditions. Collaborative Filtering (CF) …
Blockchain-based self-sovereign identity: Taking control of identity in federated learning
Blockchain network (BCN)-based Self-Sovereign Identity (SSI) has emerged lately as an
identity and access management framework that is based on Distributed Ledger Technology …
identity and access management framework that is based on Distributed Ledger Technology …
[HTML][HTML] Approximate computing in B5G and 6G wireless systems: A survey and future outlook
As modern 5G systems are being deployed, researchers question whether they are sufficient
for the oncoming decades of technological evolution. Growing numbers of interconnected …
for the oncoming decades of technological evolution. Growing numbers of interconnected …
AI-driven framework for scalable management of network slices
This article describes a scalable solution for orchestrating and managing a massive number
of network slices that leverages Artificial Intelligence (AI) techniques to design robust and …
of network slices that leverages Artificial Intelligence (AI) techniques to design robust and …
Resource Management From Single-domain 5G to End-to-End 6G Network Slicing: A Survey
S Ebrahimi, F Bouali, OCL Haas - … Communications Surveys & …, 2024 - ieeexplore.ieee.org
Network Slicing (NS) is one of the pillars of the fifth/sixth generation (5G/6G) of mobile
networks. It provides the means for Mobile Network Operators (MNOs) to leverage physical …
networks. It provides the means for Mobile Network Operators (MNOs) to leverage physical …
A novel framework of federated and distributed machine learning for resource provisioning in 5g and beyond using mobile-edge scbs
The future needs of the telecommunication system lie in deploying a heterogeneous ultra-
dense network with varied topographical use cases. However, this increase in ultra …
dense network with varied topographical use cases. However, this increase in ultra …
Efficient wireless network slicing in 5G networks: An asynchronous federated learning approach
K Bedda, ZM Fadlullah… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
While researchers continue to incorporate intelligent algorithms in Fifth Generation (5G) and
beyond networks to achieve high-accuracy decisions with ultra-low latency and significantly …
beyond networks to achieve high-accuracy decisions with ultra-low latency and significantly …
Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case
In the context of sixth-generation (6G) networks, where diverse network slices coexist, the
adoption of AI-driven zero-touch management and orchestration (MANO) becomes crucial …
adoption of AI-driven zero-touch management and orchestration (MANO) becomes crucial …