Combining federated learning and edge computing toward ubiquitous intelligence in 6G network: Challenges, recent advances, and future directions

Q Duan, J Huang, S Hu, R Deng… - … Surveys & Tutorials, 2023‏ - ieeexplore.ieee.org
Full leverage of the huge volume of data generated on a large number of user devices for
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …

A survey on intent-based networking

A Leivadeas, M Falkner - IEEE Communications Surveys & …, 2022‏ - ieeexplore.ieee.org
Current and future network services and applications are expected to revolutionize our
society and lifestyle. At the same time, the abundant possibilities that new network …

6G and beyond: The future of wireless communications systems

IF Akyildiz, A Kak, S Nie - IEEE access, 2020‏ - ieeexplore.ieee.org
6G and beyond will fulfill the requirements of a fully connected world and provide ubiquitous
wireless connectivity for all. Transformative solutions are expected to drive the surge for …

[HTML][HTML] 5G network slicing using SDN and NFV: A survey of taxonomy, architectures and future challenges

AA Barakabitze, A Ahmad, R Mijumbi, A Hines - Computer Networks, 2020‏ - Elsevier
The increasing consumption of multimedia services and the demand of high-quality services
from customers has triggered a fundamental change in how we administer networks in terms …

Advancing sdn from openflow to p4: A survey

A Liatifis, P Sarigiannidis, V Argyriou… - ACM Computing …, 2023‏ - dl.acm.org
Software-defined Networking (SDN) marked the beginning of a new era in the field of
networking by decoupling the control and forwarding processes through the OpenFlow …

A survey on in-network computing: Programmable data plane and technology specific applications

S Kianpisheh, T Taleb - IEEE Communications Surveys & …, 2022‏ - ieeexplore.ieee.org
In comparison with cloud computing, edge computing offers processing at locations closer to
end devices and reduces the user experienced latency. The new recent paradigm of in …

Empowering the 6G cellular architecture with open RAN

M Polese, M Dohler, F Dressler… - IEEE Journal on …, 2023‏ - ieeexplore.ieee.org
Innovation and standardization in 5G have brought advancements to every facet of the
cellular architecture. This ranges from the introduction of new frequency bands and …

Scaling distributed machine learning with {In-Network} aggregation

A Sapio, M Canini, CY Ho, J Nelson, P Kalnis… - … USENIX Symposium on …, 2021‏ - usenix.org
Training machine learning models in parallel is an increasingly important workload. We
accelerate distributed parallel training by designing a communication primitive that uses a …

Complementing IoT services through software defined networking and edge computing: A comprehensive survey

W Rafique, L Qi, I Yaqoob, M Imran… - … Surveys & Tutorials, 2020‏ - ieeexplore.ieee.org
Millions of sensors continuously produce and transmit data to control real-world
infrastructures using complex networks in the Internet of Things (IoT). However, IoT devices …

Open, programmable, and virtualized 5G networks: State-of-the-art and the road ahead

L Bonati, M Polese, S D'Oro, S Basagni, T Melodia - Computer Networks, 2020‏ - Elsevier
Fifth generation (5G) cellular networks will serve a wide variety of heterogeneous use cases,
including mobile broadband users, ultra-low latency services and massively dense …