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The Selection of Relevance: Content-Selection Strategies in Semantic and Task-Oriented V2X Communications

Authors: Lusvarghi, Luca; Gozalvez, Javier;

The Selection of Relevance: Content-Selection Strategies in Semantic and Task-Oriented V2X Communications

Abstract

Semantic and task-oriented Vehicle-to-Everything (V2X) communications have been recently proposed to address the scalability challenges of future V2X networks by focusing on the relevance of the exchanged information. Relevance captures the impact of the transmitted information meaning on the intended receiver’s task by taking into account the intended receiver’s context, e.g., its position, speed, and planned driving intentions. Due to its context-dependent nature, relevance can greatly vary across different driving scenarios and different intended receivers, as each vehicle experiences unique context conditions. Hence, selecting the content of the transmitted messages to provide all intended receivers with the required relevant information can be a challenging task, especially in the broadcast V2X communication domain where each transmitting vehicle has multiple intended receivers. This work analyses the impact of different content-selection strategies on the performance of semantic and task-oriented V2X communications. The obtained results show that content-selection strategies play a critical role, particularly under constrained communication scenarios, and that their impact can significantly vary under different driving scenarios. Our analysis highlights key tradeoffs in the content-selection task and offers valuable insights for the design of effective content-selection strategies able to maximize the performance of semantic and task-oriented V2X communications.

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Keywords

V2X, content selection, semantic communications, relevance, task-oriented communications, 6G

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green