Split federated learning for 6G enabled-networks: Requirements, challenges and future directions
Sixth-generation (6G) networks anticipate intelligently supporting a wide range of smart
services and innovative applications. Such a context urges a heavy usage of Machine …
services and innovative applications. Such a context urges a heavy usage of Machine …
Toward native explainable and robust AI in 6G networks: Current state, challenges and road ahead
Abstract 6G networks are expected to face the daunting task of providing support to a set of
extremely diverse services, each more demanding than those of previous generation …
extremely diverse services, each more demanding than those of previous generation …
[HTML][HTML] On the dependability of 6G networks
Sixth-generation communication networks must be highly dependable due to the foreseen
connectivity of critical infrastructures through them. Dependability is a compound metric of …
connectivity of critical infrastructures through them. Dependability is a compound metric of …
Expansive networks: Exploiting spectrum sharing for capacity boost and 6G vision
G Gür - Journal of Communications and Networks, 2020 - ieeexplore.ieee.org
Adaptive capacity with cost-efficient resource provisioning is a crucial capability for future 6G
networks. In this work, we conceptualize" expansive networks" which refers to a networking …
networks. In this work, we conceptualize" expansive networks" which refers to a networking …
Coordinated sum-rate maximization in multicell MU-MIMO with deep unrolling
L Schynol, M Pesavento - IEEE Journal on Selected Areas in …, 2023 - ieeexplore.ieee.org
Coordinated weighted sum-rate maximization in multicell MIMO networks with intra-and
intercell interference and local channel state at the base stations is recognized as an …
intercell interference and local channel state at the base stations is recognized as an …
A detailed relevance analysis of enabling technologies for 6G architectures
DGS Pivoto, TT Rezende, MSP Facina, R Moreira… - IEEE …, 2023 - ieeexplore.ieee.org
As society evolves as a whole, new demands arise with increasingly demanding
prerequisites, consequently requiring more significant effort to be met. Such demands cover …
prerequisites, consequently requiring more significant effort to be met. Such demands cover …
[HTML][HTML] 360-degree video bandwidth reduction: Technique and approaches comprehensive review
Recently, the usage of 360-degree videos has prevailed in various sectors such as
education, real estate, medical, entertainment and more. The development of the Virtual …
education, real estate, medical, entertainment and more. The development of the Virtual …
Smart zero-touch management of uav-based edge network
C Grasso, R Raftopoulos… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The next generation of wireless communications networks, namely 6G, will be aimed at
realizing a fully connected world, and at providing ubiquitous connectivity to people and …
realizing a fully connected world, and at providing ubiquitous connectivity to people and …
The Hexa-X project vision on Artificial Intelligence and Machine Learning-driven Communication and Computation co-design for 6G
This paper provides an overview of the most recent advancements and outcomes of the
European 6G flagship project Hexa-X, on the topic of in-network Artificial Intelligence (AI) …
European 6G flagship project Hexa-X, on the topic of in-network Artificial Intelligence (AI) …
Multi-agent reinforcement learning for distributed resource allocation in cell-free massive MIMO-enabled mobile edge computing network
To support the newly introduced multimedia services with ultra-low latency and extensive
computation requirements, resource-constrained end-user devices should utilize the …
computation requirements, resource-constrained end-user devices should utilize the …