Author

Xu Wang

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Preprint Sep 2026

Fast Intent-Driven Service Orchestration with Jev for 6G Edge Networks

Intent-driven services envisioned for sixth-generation (6G) edge networks must translate changing requirements into executable contracts while wireless requests continue to arrive. Interpretation consumes part of the same deadline budget as transmission, queueing, and execution. We evaluate Jev as a decision model for...

De-Long Li, Xu Wang, Hao-Chen Gong et al. · 5 citations · ⚡1

Preprint Sep 2026

MDRC: A Deployable State-Recovery Defense for Traffic Signal Control under Sensor Corruption

Traffic Signal Control (TSC) is a safety-critical cyber-physical system that relies on real-time sensing. Corrupted observations caused by adversarial perturbations or sensor failures can propagate from the sensing layer into the controller and degrade traffic efficiency. Existing robust Reinforcement Learning (RL)-bas...

Ming-Yuan Li, Chun-Yu Liu, Xiao Liu et al. · 0 citations

Preprint Sep 2026

Replacing Large Language Models with Jev Decision Models for Low-Latency Edge Service Orchestration

Natural-language service requests can require a language-model decision before execution starts, consuming part of the request's latency budget. We integrate Jev's decision-oriented application programming interface (API) into edge service orchestration to reduce this overhead while retaining service completion. The in...

De-Long Li, Xu Wang, Hao-Chen Gong et al. · 6 citations · ⚡2