3 papers
cs.NI2026
The Search for Relevance: A Context-Aware Paradigm Shift in Semantic and Task-Oriented V2X Communications
Luca Lusvarghi, Javier Gozalvez, Baldomero Coll-Perales +4
The design of communication systems has traditionally prioritized the reliable and timely delivery of data. However, the scalability challenges faced by the evolution towards a dat…
cs.NI2026
Semantic and Task-Oriented V2X Communications: Pushing the Limits of V2X Networks Scalability
Luca Lusvarghi, Javier Gozalvez, Mohammad Irfan Khan +3
Scalable Vehicle-to-Everything (V2X) networks are key to support the large-scale deployment of connected and automated mobility. However, the scalability of V2X networks is current…
cs.LG2026
HONEST-CAV: Hierarchical Optimization of Network Signals and Trajectories for Connected and Automated Vehicles with Multi-Agent Reinforcement Learning
Ziyan Zhang, Changxin Wan, Peng Hao +5
This study presents a hierarchical, network-level traffic flow control framework for mixed traffic consisting of Human-driven Vehicles (HVs), Connected and Automated Vehicles (CAVs…