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20232026
most citedAdaptive Federated Learning in Heterogeneous Wireless Networks with Independent Sampling

1 citations · 1 across the 9 of their papers we have counts for

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6 papers · 1 filter

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.LG2025

Adaptive Federated LoRA in Heterogeneous Wireless Networks with Independent Sampling

Yanzhao Hou, Jiaxiang Geng, Boyu Li +4

Federated LoRA has emerged as a promising technique for efficiently fine-tuning large language models (LLMs) on distributed devices by reducing the number of trainable parameters.…

eess.SP2025

220 GHz RIS-Aided Multi-user Terahertz Communication System: Prototype Design and Over-the-Air Experimental Trials

Yanzhao Hou, Guoning Wang, Chen Chen +4

Terahertz (THz) communication technology is regarded as a promising enabler for achieving ultra-high data rate transmission in next-generation communication systems. To mitigate th…

cs.CL2025

Refining Positive and Toxic Samples for Dual Safety Self-Alignment of LLMs with Minimal Human Interventions

Jingxin Xu, Guoshun Nan, Sheng Guan +7

Recent AI agents, such as ChatGPT and LLaMA, primarily rely on instruction tuning and reinforcement learning to calibrate the output of large language models (LLMs) with human inte…

eess.SP2025

On Performance of LoRa Fluid Antenna Systems

Gaoze Mu, Yanzhao Hou, Kai-Kit Wong +4

This paper advocates a fluid antenna system (FAS)-assisted long-range communication (LoRa-FAS) for Internet-of-Things (IoT) applications. \textcolor{blue}{In the proposed system, F…