11 papers
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…
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…
A Uniqueness Theorem for Distributed Computation under Physical Constraint
Zhiyuan Ren, Mingxuan Lu, Wenchi Cheng
Foundational models of computation often abstract away physical hardware limitations. However, in extreme environments like In-Network Computing (INC), these limitations become inv…
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…
A Copula-based Semantics-Structure Minimization Framework for QoS Guaranteed Wireless Communications
Xinke Jian, Zhiyuan Ren, Wenchi Cheng
Current empirically driven research on semantic communication lacks a unified theoretical foundation, preventing quantifiable Quality of Service guarantees, particularly for transm…
System Relaxation for Interpretable and Adaptive Network Control
Zhiyuan Ren, Zhiliang Shuai, Wenchi Cheng
Prevailing network control strategies, which rely on static shortest-path logic, suffer from catastrophic "stress concentration" on critical nodes. This paper introduces the System…