Showing cs.NIShow all
2 papers · 1 filter
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…
cs.NI2025
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…