activity
20232026
most citedConvergence-Privacy-Fairness Trade-Off in Personalized Federated Learning

6 citations · 12 across the 10 of their papers we have counts for

collaborators

12 papers

cs.LG2026

Wireless communication empowers online scheduling of partially-observable transportation multi-robot systems in a smart factory

Yaxin Liao, Qimei Cui, Kwang-Cheng Chen +5

Achieving agile and reconfigurable production flows in smart factories depends on online multi-robot task assignment (MRTA), which requires online collision-free and congestion-fre…

eess.SP2026

Coverage Performance Analysis of FAS-enhanced LoRa Wide Area Networks under both Co-SF and Inter-SF Interference

Gaoze Mu, Yanzhao Hou, Mingjie Chen +4

This paper presents an analytical framework for evaluating the coverage performance of the fluid antenna system (FAS)-enhanced LoRa wide-area networks (LoRaWANs). We investigate th…

cs.CR2025

Advancing LLM-Based Security Automation with Customized Group Relative Policy Optimization for Zero-Touch Networks

Xinye Cao, Yihan Lin, Guoshun Nan +9

Zero-Touch Networks (ZTNs) represent a transformative paradigm toward fully automated and intelligent network management, providing the scalability and adaptability required for th…

cs.NI2025

Sensing and Understanding the World over Air: A Large Multimodal Model for Mobile Networks

Zhuoran Duan, Yuhao Wei, Guoshun Nan +9

Large models (LMs), such as ChatGPT, have made a significant impact across diverse domains and hold great potential to facilitate the evolution of network intelligence. Wireless-na…

cs.NI2025

Agile Orchestration at Will: An Entire Smart Service-Based Security Architecture Towards 6G

Zhuoran Duan, Guoshun Nan, Rushan Li +8

The upcoming 6G will fundamentally reshape mobile networks beyond communications, unlocking a multitude of applications that were once considered unimaginable. Meanwhile, security…

cs.LG20256 cited

Convergence-Privacy-Fairness Trade-Off in Personalized Federated Learning

Xiyu Zhao, Qimei Cui, Weicai Li +5

Personalized federated learning (PFL), e.g., the renowned Ditto, strikes a balance between personalization and generalization by conducting federated learning (FL) to guide persona…