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cs.NI2026
In-Network Artificial Computing Enhanced Light Model-Switching for Emergency Communications Networks
Yuehan Li, Zhiyuan Ren, Tao Zhang +1
Emergency communications networks require in-network intelligence for timely traffic handling under dynamic demands and runtime constraints. In these environments, packets may need…
eess.SP2026
Utility-Aware Progressive Inference over UDP Packet Blocks for Emergency Communications
Jiayue Wang, Zhiyuan Ren, Tao Zhang +1
Emergency communications increasingly rely on remote visual inference for timely hazard detection under stringent bandwidth and latency constraints. However, conventional UDP-based…
cs.IT2026
Spectral Graph Analysis for Predicting QoE Fairness Sensitivity in Wireless Communication Networks
Xinke Jian, Zhiyuan Ren, Wenchi Cheng
The evaluation of Quality of Experience (QoE) fairness depends not only on its current state but, more critically, on its sensitivity to changes in Service Level Agreement (SLA) pa…