The research in the sixth generation of wireless networks needs to tackle new challenges in
order to meet the requirements of emerging applications in terms of high data rate, low …

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) …

6G will connect heterogeneous intelligent agents to make them natively operate complex
cooperative tasks. When connecting intelligence, two main research questions arise to …

In this paper, we propose a novel algorithm for energy-efficient, low-latency, accurate
inference at the wireless edge, in the context of 6G networks endowed with reconfigurable …

Goal-oriented communications represent an emerging paradigm for efficient and reliable
learning at the wireless edge, where only the information relevant for the specific learning …

Edge Learning (EL) pushes the computational resources toward the edge of 5G/6G network
to assist mobile users requesting delay-sensitive and energy-aware intelligent services. A …

Goal-Oriented communications are an emerging paradigm for wireless edge intelligence
applications. Within this framework, this paper compares analog versus digital modulations …

This paper investigates a BER-aware goal-oriented system design, for digital wireless
communications, enabling edge-assisted learning applications. Targeting image …

Goal-oriented communications aim to deploy efficient learning architectures at the wireless
edge, by parsimoniously using transmission resources, while possibly guaranteeing …