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20222026
most citedGenerative AI Agents with Large Language Model for Satellite Networks via a Mixture of Experts Transmission

219 citations · 570 across the 44 of their papers we have counts for

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Showing 2025Show all

24 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…

eess.SP2025★ 1 cited

Stackelberg Game-Driven Defense for ISAC Against Channel Attacks in Low-Altitude Networks

Jiacheng Wang, Changyuan Zhao, Dusit Niyato +4

The increasing saturation of terrestrial resources has driven economic activities into low-altitude airspace. These activities, such as air taxis, rely on low-altitude wireless net…

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

When UAV Swarm Meets IRS: Collaborative Secure Communications in Low-altitude Wireless Networks

Jiahui Li, Xinyue Liang, Geng Sun +5

Low-altitude wireless networks (LAWNs) represent a promising architecture that integrates unmanned aerial vehicles (UAVs) as aerial nodes to provide enhanced coverage, reliability,…

cs.AI2025

From Agentification to Self-Evolving Agentic AI for Wireless Networks: Concepts, Approaches, and Future Research Directions

Changyuan Zhao, Ruichen Zhang, Jiacheng Wang +5

Self-evolving agentic artificial intelligence (AI) offers a new paradigm for future wireless systems by enabling autonomous agents to continually adapt and improve without human in…

cs.LG2025

Efficient Onboard Vision-Language Inference in UAV-Enabled Low-Altitude Economy Networks via LLM-Enhanced Optimization

Yang Li, Ruichen Zhang, Yinqiu Liu +4

The rapid advancement of Low-Altitude Economy Networks (LAENets) has enabled a variety of applications, including aerial surveillance, environmental sensing, and semantic data coll…

cs.NI2025

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives

Haoxiang Luo, Yu Yan, Yanhui Bian +9

Artificial Intelligence (AI) techniques play a pivotal role in optimizing wireless communication networks. However, traditional deep learning approaches often act as closed boxes,…

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…

eess.SP2025

Advancing the Control of Low-Altitude Wireless Networks: Architecture, Design Principles, and Future Directions

Haijia Jin, Weijie Yuan, Jun Wu +11

This article introduces a control-oriented low-altitude wireless network (LAWN) that integrates near-ground communications and remote estimation of the internal system state. This…

eess.SP2025

Secure Transmission for Cell-Free Symbiotic Radio Communications with Movable Antenna: Continuous and Discrete Positioning Designs

Bin Lyu, Jiayu Guan, Meng Hua +3

In this paper, we study a movable antenna (MA) empowered secure transmission scheme for reconfigurable intelligent surface (RIS) aided cell-free symbiotic radio (SR) system. Specif…

cs.NI2025

Enhancing Wireless Networks for IoT with Large Vision Models: Foundations and Applications

Yunting Xu, Jiacheng Wang, Ruichen Zhang +6

Large vision models (LVMs) have emerged as a foundational paradigm in visual intelligence, achieving state-of-the-art performance across diverse visual tasks. Recent advances in LV…

cs.NI2025

Agentic Satellite-Augmented Low-Altitude Economy and Terrestrial Networks: A Survey on Generative Approaches

Xiaozheng Gao, Yichen Wang, Bosen Liu +9

The development of satellite-augmented low-altitude economy and terrestrial networks (SLAETNs) demands intelligent and autonomous systems that can operate reliably across heterogen…

eess.SP2025

Predictive Control over Low-Altitude Wireless Networks: Joint Trajectory Design and Resource Allocation

Haijia Jin, Jun Wu, Weijie Yuan +5

Low-altitude wireless networks (LAWNs) have been envisioned as flexible and transformative platforms for enabling delay-sensitive control applications in Internet of Things (IoT) s…

cs.DC2025★ 2 cited

A Novel Indicator for Quantifying and Minimizing Information Utility Loss of Robot Teams

Xiyu Zhao, Qimei Cui, Wei Ni +5

The timely exchange of information among robots within a team is vital, but it can be constrained by limited wireless capacity. The inability to deliver information promptly can re…

eess.SP2025

From Ground to Sky: Architectures, Applications, and Challenges Shaping Low-Altitude Wireless Networks

Weijie Yuan, Yuanhao Cui, Jiacheng Wang +13

In this article, we introduce a novel low-altitude wireless network (LAWN), which is a reconfigurable, three-dimensional (3D) layered architecture. In particular, the LAWN integrat…

cs.NI2025

Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perception

Guangyuan Liu, Yinqiu Liu, Ruichen Zhang +5

The rapid development of multimodal AI and Large Language Models (LLMs) has greatly enhanced real-time interaction, decision-making, and collaborative tasks. However, in wireless m…

cs.NI2025

Context-Aware Semantic Communication for the Wireless Networks

Guangyuan Liu, Yinqiu Liu, Jiacheng Wang +5

In next-generation wireless networks, supporting real-time applications such as augmented reality, autonomous driving, and immersive Metaverse services demands stringent constraint…

eess.SP2025

Temporal Spectrum Cartography in Low-Altitude Economy Networks: A Generative AI Framework with Multi-Agent Learning

Changyuan Zhao, Ruichen Zhang, Jiacheng Wang +6

This paper introduces a two-stage generative AI (GenAI) framework tailored for temporal spectrum cartography in low-altitude economy networks (LAENets). LAENets, characterized by d…

eess.SP2025

Robust Transmission Design for Reconfigurable Intelligent Surface and Movable Antenna Enabled Symbiotic Radio Communications

Bin Lyu, Hao Liu, Meng Hua +4

This paper explores the application of movable antenna (MA), a cutting-edge technology with the capability of altering antenna positions, in a symbiotic radio (SR) system enabled b…

cs.CR2025

Secure Physical Layer Communications for Low-Altitude Economy Networking: A Survey

Lingyi Cai, Jiacheng Wang, Ruichen Zhang +6

The Low-Altitude Economy Networking (LAENet) is emerging as a transformative paradigm that enables an integrated and sophisticated communication infrastructure to support aerial ve…

cs.NI2025★ 7 cited

Mixture of Experts for Decentralized Generative AI and Reinforcement Learning in Wireless Networks: A Comprehensive Survey

Yunting Xu, Jiacheng Wang, Ruichen Zhang +10

Mixture of Experts (MoE) has emerged as a promising paradigm for scaling model capacity while preserving computational efficiency, particularly in large-scale machine learning arch…

eess.SP2025

Generative AI-enabled Wireless Communications for Robust Low-Altitude Economy Networking

Changyuan Zhao, Jiacheng Wang, Ruichen Zhang +5

Low-Altitude Economy Networks (LAENets) have emerged as significant enablers of social activities, offering low-altitude services such as the transportation of packages, groceries,…

cs.CR2025

Achieving Network Resilience through Graph Neural Network-enabled Deep Reinforcement Learning

Xuzeng Li, Tao Zhang, Jian Wang +5

Deep reinforcement learning (DRL) has been widely used in many important tasks of communication networks. In order to improve the perception ability of DRL on the network, some stu…

cs.NI2025★ 1 cited

UAV Swarm-enabled Collaborative Post-disaster Communications in Low Altitude Economy via a Two-stage Optimization Approach

Xiaoya Zheng, Geng Sun, Jiahui Li +4

The low-altitude economy (LAE) plays an indispensable role in cargo transportation, healthcare, infrastructure inspection, and especially post-disaster communication. Specifically,…