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20222026
most citedGenerative AI for Space-Air-Ground Integrated Networks

117 citations · 195 across the 62 of their papers we have counts for

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30 papers · 1 filter

cs.NI2025

Wireless Copilot: An AI-Powered Partner for Navigating Next-Generation Wireless Complexity

Haoxiang Luo, Ruichen Zhang, Yinqiu Liu +3

The sixth-generation (6G) of wireless networks introduces a level of operational complexity that exceeds the limits of traditional automation and manual oversight. This paper intro…

cs.AI2025

Agentic AI for ISAC: Analysis, Framework, and Case Study

Wenwen Xie, Geng Sun, Chuang Zhang +2

Integrated sensing and communication (ISAC) has emerged as a key development direction in the sixth-generation (6G) era, which provides essential support for the collaborative sens…

cs.LG2025

Cost Minimization for Space-Air-Ground Integrated Multi-Access Edge Computing Systems

Weihong Qin, Aimin Wang, Geng Sun +5

Space-air-ground integrated multi-access edge computing (SAGIN-MEC) provides a promising solution for the rapidly developing low-altitude economy (LAE) to deliver flexible and wide…

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

RIS-assisted Data Collection and Wireless Power Transfer in Low-altitude Wireless Networks

Wenwen Xie, Geng Sun, Jiahui Li +5

Low-altitude wireless networks (LAWNs) have become effective solutions for collecting data from low-power Internet-of-Things devices (IoTDs) in remote areas with limited communicat…

eess.SP2025★ 1 cited

Low-Altitude Wireless Networks: A Comprehensive Survey

Jun Wu, Yaoqi Yang, Weijie Yuan +25

The rapid development of the low-altitude economy has imposed unprecedented demands on wireless infrastructure to accommodate large-scale drone deployments and facilitate intellige…

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

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…

eess.SP2025★ 8 cited

Toward Multi-Functional LAWNs with ISAC: Opportunities, Challenges, and the Road Ahead

Jun Wu, Weijie Yuan, Xiaoqi Zhang +7

Integrated sensing and communication (ISAC) has been envisioned as a foundational technology for future low-altitude wireless networks (LAWNs), enabling real-time environmental per…

cs.NI2025★ 2 cited

Safeguarding ISAC Performance in Low-Altitude Wireless Networks Under Channel Access Attack

Jiacheng Wang, Jialing He, Geng Sun +5

The increasing saturation of terrestrial resources has driven the exploration of low-altitude applications such as air taxis. Low altitude wireless networks (LAWNs) serve as the fo…

cs.LG2025

Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges

Changyuan Zhao, Guangyuan Liu, Ruichen Zhang +11

Edge General Intelligence (EGI) represents a transformative evolution of edge computing, where distributed agents possess the capability to perceive, reason, and act autonomously a…

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

Feature Engineering for Wireless Communications and Networking: Concepts, Methodologies, and Applications

Jiacheng Wang, Changyuan Zhao, Zehui Xiong +5

AI-enabled wireless communications have attracted tremendous research interest in recent years, particularly with the rise of novel paradigms such as low-altitude integrated sensin…

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…

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.AI2025

World Models for Cognitive Agents: Transforming Edge Intelligence in Future Networks

Changyuan Zhao, Ruichen Zhang, Jiacheng Wang +5

World models are emerging as a transformative paradigm in artificial intelligence, enabling agents to construct internal representations of their environments for predictive reason…

cs.CR2025

Exploring the Role of Large Language Models in Cybersecurity: A Systematic Survey

Shuang Tian, Tao Zhang, Jiqiang Liu +8

With the rapid development of technology and the acceleration of digitalisation, the frequency and complexity of cyber security threats are increasing. Traditional cybersecurity ap…

cs.NI2025

Hybrid Reinforcement Learning-based Sustainable Multi-User Computation Offloading for Mobile Edge-Quantum Computing

Minrui Xu, Dusit Niyato, Jiawen Kang +5

Exploiting quantum computing at the mobile edge holds immense potential for facilitating large-scale network design, processing multimodal data, optimizing resource management, and…

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…

cs.NI2025

Generative Artificial Intelligence for Beamforming in Low-Altitude Economy

Geng Sun, Jia Qi, Chuang Zhang +5

The growth of low-altitude economy (LAE) has driven a rising demand for efficient and secure communication. However, conventional beamforming optimization techniques struggle in th…

eess.SY2025

AOLO: Analysis and Optimization For Low-Carbon Oriented Wireless Large Language Model Services

Xiaoqi Wang, Hongyang Du, Yuehong Gao +1

Recent advancements in large language models (LLMs) have led to their widespread adoption and large-scale deployment across various domains. However, their environmental impact, pa…

cs.NE2025

Aerial Secure Collaborative Communications under Eavesdropper Collusion in Low-altitude Economy: A Generative Swarm Intelligent Approach

Jiahui Li, Geng Sun, Qingqing Wu +4

In this work, we aim to introduce distributed collaborative beamforming (DCB) into AAV swarms and handle the eavesdropper collusion by controlling the corresponding signal distribu…

cs.NI2025

Intelligent Mobile AI-Generated Content Services via Interactive Prompt Engineering and Dynamic Service Provisioning

Yinqiu Liu, Ruichen Zhang, Jiacheng Wang +4

Due to massive computational demands of large generative models, AI-Generated Content (AIGC) can organize collaborative Mobile AIGC Service Providers (MASPs) at network edges to pr…

eess.SP2025

SWIPTNet: A Unified Deep Learning Framework for SWIPT based on GNN and Transfer Learning

Hong Han, Yang Lu, Zihan Song +5

This paper investigates the deep learning based approaches for simultaneous wireless information and power transfer (SWIPT). The quality-of-service (QoS) constrained sum-rate maxim…