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20232025
most citedGenerative AI for Space-Air-Ground Integrated Networks

117 citations · 125 across the 15 of their papers we have counts for

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5 papers · 1 filter

cs.NI2025

LLM-Empowered Agentic AI for QoE-Aware Network Slicing Management in Industrial IoT

Xudong Wang, Lei Feng, Ruichen Zhang +6

The Industrial Internet of Things (IIoT) requires networks that deliver ultra-low latency, high reliability, and cost efficiency, which traditional optimization methods and deep re…

cs.CV2025

SecDiff: Diffusion-Aided Secure Deep Joint Source-Channel Coding Against Adversarial Attacks

Changyuan Zhao, Jiacheng Wang, Ruichen Zhang +5

Deep joint source-channel coding (JSCC) has emerged as a promising paradigm for semantic communication, delivering significant performance gains over conventional separate coding s…

cs.DC2025

DWM-RO: Decentralized World Models with Reasoning Offloading for SWIPT-enabled Satellite-Terrestrial HetNets

Guangyuan Liu, Yinqiu Liu, Ruichen Zhang +5

Wireless networks are undergoing a paradigm shift toward massive connectivity with energy-efficient operation, driving the integration of satellite-terrestrial architectures with s…

cs.NI2025★ 1 cited

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey

Yinqiu Liu, Ruichen Zhang, Haoxiang Luo +9

Agentification serves as a critical enabler of Edge General Intelligence (EGI), transforming massive edge devices into cognitive agents through integrating Large Language Models (L…

cs.NI2025

Graph Diffusion-Based AeBS Deployment and Resource Allocation in RSMA-Enabled URLLC Low-Altitude Wireless Networks

Xudong Wang, Lei Feng, Jiacheng Wang +4

As a key component of low-altitude wireless networks, aerial base stations (AeBSs) provide flexible and reliable wireless coverage to support 6G ultra-reliable and low-latency comm…