activity
20232026
most citedSpear or Shield: Leveraging Generative AI to Tackle Security Threats of Intelligent Network Services

6 citations · 8 across the 6 of their papers we have counts for

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5 papers · 1 filter

cs.NI2026

Compact LLM Deployment and World Model Assisted Offloading in Mobile Edge Computing

Ruichen Zhang, Xiaofeng Luo, Jiayi He +3

This paper investigates compact large language model (LLM) deployment and world-model-assisted inference offloading in mobile edge computing (MEC) networks. We first propose an edg…

cs.NI2025

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial

Bisheng Wei, Ruihong Jiang, Ruichen Zhang +9

The rapid advancement toward sixth-generation (6G) wireless networks has significantly intensified the complexity and scale of optimization problems, including resource allocation…

cs.NI2025

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions

Ruichen Zhang, Guangyuan Liu, Yinqiu Liu +10

The rapid expansion of sixth-generation (6G) wireless networks and the Internet of Things (IoT) has catalyzed the evolution from centralized cloud intelligence towards decentralize…

cs.NI2025

Covert Prompt Transmission for Secure Large Language Model Services

Ruichen Zhang, Yinqiu Liu, Shunpu Tang +5

This paper investigates covert prompt transmission for secure and efficient large language model (LLM) services over wireless networks. We formulate a latency minimization problem…

cs.NI2024★ 2 cited

Toward Democratized Generative AI in Next-Generation Mobile Edge Networks

Ruichen Zhang, Jiayi He, Xiaofeng Luo +5

The rapid development of generative AI technologies, including large language models (LLMs), has brought transformative changes to various fields. However, deploying such advanced…