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20232026
most citedCached Model-as-a-Resource: Provisioning Large Language Model Agents for Edge Intelligence in Space-air-ground Integrated Networks

7 citations · 23 across the 22 of their papers we have counts for

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Showing 2025Show all

9 papers · 1 filter

cs.NI2025

Joint Computing Resource Allocation and Task Offloading in Vehicular Fog Computing Systems Under Asymmetric Information

Geng Sun, Siyi Chen, Zemin Sun +5

Vehicular fog computing (VFC) has emerged as a promising paradigm, which leverages the idle computational resources of nearby fog vehicles (FVs) to complement the computing capabil…

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

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…

cs.NI2025

Chain-of-Thought for Large Language Model-empowered Wireless Communications

Xudong Wang, Jian Zhu, Ruichen Zhang +6

Recent advances in large language models (LLMs) have opened new possibilities for automated reasoning and decision-making in wireless networks. However, applying LLMs to wireless c…

cs.NI2025★ 2 cited

Forewarned is Forearmed: A Survey on Large Language Model-based Agents in Autonomous Cyberattacks

Minrui Xu, Jiani Fan, Xinyu Huang +8

With the continuous evolution of Large Language Models (LLMs), LLM-based agents have advanced beyond passive chatbots to become autonomous cyber entities capable of performing comp…

cs.NI2025

LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach

Yinqiu Liu, Guangyuan Liu, Jiacheng Wang +5

Nowadays, Generative AI (GenAI) reshapes numerous domains by enabling machines to create content across modalities. As GenAI evolves into autonomous agents capable of reasoning, co…

cs.NI2025★ 3 cited

Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Adnan Shahid, Adrian Kliks, Ahmed Al-Tahmeesschi +132

This white paper discusses the role of large-scale AI in the telecommunications industry, with a specific focus on the potential of generative AI to revolutionize network functions…

cs.NI2025★ 2 cited

Toward Agentic AI: Generative Information Retrieval Inspired Intelligent Communications and Networking

Ruichen Zhang, Shunpu Tang, Yinqiu Liu +5

The increasing complexity and scale of modern telecommunications networks demand intelligent automation to enhance efficiency, adaptability, and resilience. Agentic AI has emerged…

cs.NI2025

Online Collaborative Resource Allocation and Task Offloading for Multi-access Edge Computing

Geng Sun, Minghua Yuan, Zemin Sun +5

Multi-access edge computing (MEC) is emerging as a promising paradigm to provide flexible computing services close to user devices (UDs). However, meeting the computation-hungry an…