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Sixth-generation (6G) wireless networks must support heterogeneous services: enhanced Mobile Broadband (eMBB) requiring 1 Tbps data rates, massive Machine-Type Communications (mMTC) supporting 10 million devices per km, and Ultra-Reliable…

网络与互联网体系结构 · 计算机科学 2026-04-13 Daniel Benniah John

In this paper, we propose a novel algorithm for energy-efficient, low-latency dynamic mobile edge computing (MEC), in the context of beyond 5G networks endowed with Reconfigurable Intelligent Surfaces (RISs). In our setting, new computing…

信号处理 · 电气工程与系统科学 2021-12-22 Paolo Di Lorenzo , Mattia Merluzzi , Emilio Calvanese Strinati , Sergio Barbarossa

The rapid expansion of sixth-generation (6G) wireless networks and the Internet of Things (IoT) has catalyzed the evolution from centralized cloud intelligence towards decentralized edge general intelligence. However, traditional edge…

网络与互联网体系结构 · 计算机科学 2025-08-27 Ruichen Zhang , Guangyuan Liu , Yinqiu Liu , Changyuan Zhao , Jiacheng Wang , Yunting Xu , Dusit Niyato , Jiawen Kang , Yonghui Li , Shiwen Mao , Sumei Sun , Xuemin Shen , Dong In Kim

Recently, the Edge Computing paradigm has gained significant popularity both in industry and academia. Researchers now increasingly target to improve performance and reduce energy consumption of such devices. Some recent efforts focus on…

系统与控制 · 电气工程与系统科学 2020-05-08 Shikhar Tuli , Shreshth Tuli

Large Language Model (LLM) agents provide powerful automation capabilities, but they also create a substantially broader attack surface than traditional applications due to their tight integration with non-deterministic models and…

密码学与安全 · 计算机科学 2026-05-07 Sina Abdollahi , Mohammad M Maheri , Javad Forough , Amir Al Sadi , Josh Millar , David Kotz , Marios Kogias , Hamed Haddadi

Soft real-time applications are becoming increasingly complex, posing significant challenges for scheduling offloaded tasks in edge computing environments while meeting task timing constraints. Moreover, the exponential growth of the search…

机器学习 · 计算机科学 2025-06-11 Amin Avan , Akramul Azim , Qusay Mahmoud

Autonomous agents based on Large Language Models (LLMs) have evolved from reactive assistants to systems capable of planning, executing actions via tools, and iterating over environment observations. However, they remain vulnerable to…

人工智能 · 计算机科学 2026-02-27 Elzo Brito dos Santos Filho

Agentic systems, AI architectures that autonomously execute multi-step workflows to achieve complex goals, are often built using repeated large language model (LLM) calls for closed-set decision tasks such as routing, shortlisting, gating,…

计算与语言 · 计算机科学 2026-02-19 Ido Levy , Eilam Shapira , Yinon Goldshtein , Avi Yaeli , Nir Mashkif , Segev Shlomov

The Internet of Agents is propelling edge computing toward agentic AI and edge general intelligence (EGI). However, deploying multi-agent service (MAS) on resource-constrained edge infrastructure presents severe challenges. MAS service…

网络与互联网体系结构 · 计算机科学 2026-01-06 Runze Zheng , Yuqing Zheng , Zhengyi Cheng , Long Luo , Haoxiang Luo , Gang Sun , Hongfang Yu , Dusit Niyato

The edge intelligence (EI) has been widely applied recently. Spliting the model between device, edge server, and cloud can improve the performance of EI greatly. The model segmentation without user mobility has been investigated deeply by…

分布式、并行与集群计算 · 计算机科学 2023-12-29 Xin Yuan , Ning Li , kang Wei , Wenchao Xu , Quan Chen , Hao Chen , Song Guo

Mobile augmented reality (MAR) is envisioned as a key immersive application in 6G, enabling virtual content rendering aligned with the physical environment through device pose estimation. In this paper, we propose a novel agent-driven…

网络与互联网体系结构 · 计算机科学 2025-08-13 Conghao Zhou , Lulu Sun , Xiucheng Wang , Peng Yang , Feng Lyu , Sihan Lu , Xuemin Shen

Language agents have demonstrated autonomous decision-making abilities by reasoning with foundation models. Recently, efforts have been made to train language agents for performance improvement, with multi-step reasoning and action…

人工智能 · 计算机科学 2024-04-02 Zonghan Yang , Peng Li , Ming Yan , Ji Zhang , Fei Huang , Yang Liu

The integration of Large Language Models (LLMs) into mobile and software development workflows faces a persistent tension among three demands: semantic awareness, developer productivity, and data privacy. Traditional cloud-based tools offer…

软件工程 · 计算机科学 2025-12-10 Liao Hu , Qiteng Wu , Ruoyu Qi

Modern AI assistants are agentic. To answer a single user request, the underlying language model pulls in information from many sources, such as web searches, retrieved documents, tool outputs, and user follow-ups, and reasons over them…

密码学与安全 · 计算机科学 2026-05-20 Yash Narendra

This paper presents an intelligent work automation approach in the context of contemporary digital transformation by integrating generative AI and Intelligent Document Processing (IDP) technologies with an Automation Agent to realize…

人工智能 · 计算机科学 2025-10-28 Cheonsu Jeong , Seongmin Sim , Hyoyoung Cho , Sungsu Kim , Byounggwan Shin

LLM-empowered multi-agent systems offer new potential to accelerate scientific discovery by generating novel research ideas. However, existing methods typically coordinate agents through temporary texts, such as drafts or chat logs; it is…

多智能体系统 · 计算机科学 2026-05-07 Jiangwen Dong , Bo Li , Wanyu Lin

Traditionally, IoT edge devices have been perceived primarily as low-power components with limited capabilities for autonomous operations. Yet, with emerging advancements in embedded AI hardware design, a foundational shift paves the way…

分布式、并行与集群计算 · 计算机科学 2023-11-23 Gleb Radchenko , Victoria Andrea Fill

The ubiquitous adoption of Internet-of-Things (IoT) based applications has resulted in the emergence of the Fog computing paradigm, which allows seamlessly harnessing both mobile-edge and cloud resources. Efficient scheduling of application…

机器学习 · 计算机科学 2020-09-07 Shreshth Tuli , Shashikant Ilager , Kotagiri Ramamohanarao , Rajkumar Buyya

Autonomous edge computing in robotics, smart cities, and autonomous vehicles relies on the seamless integration of sensing, processing, and actuation for real-time decision-making in dynamic environments. At its core is the…

This work proposes an agentic, intent-driven end-to-end (E2E) orchestration framework that integrates intent co-creation with a Test-Driven Quality Assurance paradigm. In this framework, autonomous agents iteratively refine a user's initial…

网络与互联网体系结构 · 计算机科学 2026-04-28 Christos Tranoris , Besiana Agko , Kostis Trantzas , Irene Denazi