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2026

Leveraging Lyapunov-Guided Contextual Bandits for Scalable Distributed Vehicular Access in Satellite–Terrestrial Integrated Networks

The integration of Low Earth Orbit (LEO) satellite with terrestrial Road Side Units (RSUs) offers a promising architecture for 6G-enabled Intelligent Transportation Systems by combining wide-area coverage with low-latency access for Connected Autonomous Vehicles. However, realizing efficient multi-vehicle cooperative a...

Zhan-Xi Ma, Jian-Zhe Xue, Zi-Da Zhang et al. · 0 citations
Preprint Aug 2026

Toward Blockage-Resilient 6G-V2X Connectivity: Semi-Distributed Bandit with Dynamic Arm Set for mmWave HetNets

A fully distributed blockage-aware non-stationary dynamic bandit algorithm (BAND) and its semi-distributed extension S-BAND for cooperative learning across vehicles and a trajectory-aligned knowledge (TAK) region is proposed to capture the spatial correlation of mmWave channel characteristics.

Wei-Chieh Chi, Bo Qian, Hanlin Wu et al. · 0 citations

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