338 citations · 1.3k across the 45 of their papers we have counts for
4 papers · 1 filter
SPARQ: An Optimization Framework for the Distribution of AI-Intensive Applications under Non-Linear Delay Constraints
Pietro Spadaccino, Paolo Di Lorenzo, Sergio Barbarossa +2
Next-generation real-time compute-intensive applications, such as extended reality, multi-user gaming, and autonomous transportation, are increasingly composed of heterogeneous AI-…
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications
Simone Fiorellino, Claudio Battiloro, Emilio Calvanese Strinati +1
In future AI-native wireless networks, the presence of mismatches between the latent spaces of independently designed and trained deep neural network (DNN) encoders may impede mutu…
Dynamic Relative Representations for Goal-Oriented Semantic Communications
Simone Fiorellino, Claudio Battiloro, Emilio Calvanese Strinati +1
In future 6G wireless networks, semantic and effectiveness aspects of communications will play a fundamental role, incorporating meaning and relevance into transmissions. However,…
Joint Optimization of Radio Resources and Code Partitioning in Mobile Edge Computing
Paolo Di Lorenzo, Sergio Barbarossa, Stefania Sardellitti
The aim of this paper is to propose a computation offloading strategy for mobile edge computing. We exploit the concept of call graph, which models a generic computer program as a…