2 papers
cs.LG2026
Adaptive Requesting in Decentralized Edge Networks via Non-Stationary Bandits
Yi Zhuang, Kun Yang, Xingran Chen
We study a decentralized collaborative requesting problem that aims to optimize the information freshness of time-sensitive clients in edge networks consisting of multiple clients,…
eess.SP2025
Timely Requesting for Time-Critical Content Users in Decentralized F-RANs
Xingran Chen, Kai Li, Kun Yang
With the rising demand for high-rate and timely communications, fog radio access networks (F-RANs) offer a promising solution. This work investigates age of information (AoI) perfo…