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Artificial Intelligence Generated Content (AIGC) has gained significant popularity for creating diverse content. Current AIGC models primarily focus on content quality within a centralized framework, resulting in a high service delay and…

机器学习 · 计算机科学 2024-12-25 Changfu Xu , Jianxiong Guo , Wanyu Lin , Haodong Zou , Wentao Fan , Tian Wang , Xiaowen Chu , Jiannong Cao

As wireless communication evolves, each generation of networks brings new technologies that change how we connect and interact. Artificial Intelligence (AI) is becoming crucial in shaping the future of sixth-generation (6G) networks. By…

网络与互联网体系结构 · 计算机科学 2026-04-06 Constantina Chatzieleftheriou , Eirini Liotou

The air-ground integrated network is a key component of future sixth generation (6G) networks to support seamless and near-instant super-connectivity. There is a pressing need to intelligently provision various services in 6G networks,…

网络与互联网体系结构 · 计算机科学 2022-03-29 Chao Dong , Yun Shen , Yuben Qu , Qihui Wu , Fan Wu , Guihai Chen

The rapid development of artificial intelligence together with the powerful computation capabilities of the advanced edge servers make it possible to deploy learning tasks at the wireless network edge, which is dubbed as edge intelligence…

信息论 · 计算机科学 2021-07-20 Xiaoyang Li , Shuai Wang , Guangxu Zhu , Ziqin Zhou , Kaibin Huang , Yi Gong

Many real-world applications are widely adopting the edge computing paradigm due to its low latency and better privacy protection. With notable success in AI and deep learning (DL), edge devices and AI accelerators play a crucial role in…

分布式、并行与集群计算 · 计算机科学 2021-07-28 Piyush Subedi , Jianwei Hao , In Kee Kim , Lakshmish Ramaswamy

Edge-caching has received much attention as an efficient technique to reduce delivery latency and network congestion during peak-traffic times by bringing data closer to end users. Existing works usually design caching algorithms separately…

信息论 · 计算机科学 2018-02-08 Thang X. Vu , Symeon Chatzinotas , Bjorn Ottersten

Multi-access edge computing (MEC) is viewed as an integral part of future wireless networks to support new applications with stringent service reliability and latency requirements. However, guaranteeing ultra-reliable and low-latency MEC…

系统与控制 · 电气工程与系统科学 2022-01-26 Arian Ahmadi , Omid Semiari , Mehdi Bennis , Merouane Debbah

Edge learning refers to training machine learning models deployed on edge platforms, typically using new data accumulated onboard. The computational limitations on edge devices affect not only model optimisation, but also calculation of the…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Anh Vu Nguyen , Dino Sejdinovic , Tat-Jun Chin

6G is deemed as a key technology to support emerging applications with stringent requirements for highly dependable and timecritical communication. In this paper, we investigate 6G networks integrated with TSN and how to compensate for…

网络与互联网体系结构 · 计算机科学 2026-02-26 Marilet De Andrade , Joachim Sachs , Lucas Haug , Simon Egger , Frank Dürr , Balázs Varga , Janos Farkas , György Miklós

Ubiquitous artificial intelligence (AI) is considered one of the key services in 6G systems. AI services typically rely on deep neural network (DNN) requiring heavy computation. Hence, in order to support ubiquitous AI, it is crucial to…

网络与互联网体系结构 · 计算机科学 2022-07-27 Sehun Jung , Hyang-Won Lee

This paper presents a novel multi-tier UAV-assisted edge computing system designed for low-altitude networks. The system comprises vehicle users, lightweight Low-Tier UAVs (L-UAVs), and High-Tier UAV (H-UAV). L-UAVs function as small-scale…

网络与互联网体系结构 · 计算机科学 2025-08-21 Yufei Ye , Shijian Gao , Xinhu Zheng , Liuqing Yang

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

Sixth-generation (6G) networks anticipate intelligently supporting a massive number of coexisting and heterogeneous slices associated with various vertical use cases. Such a context urges the adoption of artificial intelligence (AI)-driven…

信息论 · 计算机科学 2023-07-26 Swastika Roy , Hatim Chergui , Christos Verikoukis

6G networks envision a pervasive service infrastructure spanning from centralized cloud to distributed edge and highly dynamic extreme-edge domains. This vision introduces significant challenges in orchestrating services over heterogeneous,…

网络与互联网体系结构 · 计算机科学 2025-12-16 Manuel A. Jimenez , Sarang Kahvazadeh , Ignacio Labrador , Josep Mangues-Bafalluy

For delay analysis of packet delivery over a wireless link, several novel ideas are introduced. One is to construct an equivalent $G/G/1$ non-lossy queueing model to ease the analysis, enabled by exploiting empirical models of packet error…

性能 · 计算机科学 2022-08-05 Yan Zhang , Yuming Jiang , Songwei Fu

With the advent of technologies such as Edge computing, the horizons of remote computational applications have broadened multidimensionally. Autonomous Unmanned Aerial Vehicle (UAV) mission is a vital application to utilize remote…

Energy efficiency is shaping up to be one of the most challenging issues for 6G networks. The reason is fairly straightforward: Networks will need to meet extreme service demands while remaining sustainable and traditional optimization…

网络与互联网体系结构 · 计算机科学 2025-11-21 Mariem Zayene , Oussama Habachi , Gerard Chalhoub

With the breakthroughs in deep learning, the recent years have witnessed a booming of artificial intelligence (AI) applications and services, spanning from personal assistant to recommendation systems to video/audio surveillance. More…

分布式、并行与集群计算 · 计算机科学 2019-05-27 Zhi Zhou , Xu Chen , En Li , Liekang Zeng , Ke Luo , Junshan Zhang

Gaitonde and Tardos recently studied a model of queueing networks where queues compete for servers and re-send returned packets in future rounds. They quantify the amount of additional processing power that guarantees a decentralized…

计算机科学与博弈论 · 计算机科学 2022-10-18 Hu Fu , Qun Hu , Jia'nan Lin

Smart services based on Internet of everything (IoE) are prophesied to reap notable attention by both academia and industry in the future. Although fifth-generation (5G) is a promising communication technology, however it cannot fulfill…

网络与互联网体系结构 · 计算机科学 2023-06-16 Syed Agha Hassnain Mohsan , Yanlong Li