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The vast data deluge at the network's edge is raising multiple challenges for the edge computing community. One of them is identifying edge storage servers where data from edge devices/sensors have to be stored to ensure low latency access…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-10 N. Sreekumar , A. Chandra , J. B. Weissman

Foundation models (FMs) unlock unprecedented multimodal and multitask intelligence, yet their cloud-centric deployment precludes real-time responsiveness and compromises user privacy. Meanwhile, monolithic execution at the edge remains…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-28 Juan Zhu , Zixin Wang , Shenghui Song , Jun Zhang , Khaled Ben Letaief

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

The importance of HTTP in today's networks isundisputed. As a solution to enhance QoS and enhance scalability CDN networks have been designed and deployed. Recently, anew paradigm known as ICN has been envisioned focusing the network…

Networking and Internet Architecture · Computer Science 2020-05-22 Jordi Ortiz , Antonio Skarmeta

Modern power grids face an acute mismatch between where data is generated and where it can be processed: protection relays, EV (Electric Vehicle) charging, and distributed renewables demand millisecond analytics at the edge, while…

Systems and Control · Electrical Eng. & Systems 2025-10-14 Jack Jackman , David Ryan , Arun Narayanan , Pedro Nardelli , Indrakshi Dey

Ubiquity in network coverage is one of the main features of 5G and is expected to be extended to the computing domain in 6G. In order to provide this holistic approach of ubiquity in communication and computation, an integration of…

Networking and Internet Architecture · Computer Science 2022-06-30 Jörg von Mankowski , Emre Durmaz , Arled Papa , Hansini Vijayaraghavan , Wolfgang Kellerer

Indoor localization plays a pivotal role in supporting a wide array of location-based services, including navigation, security, and context-aware computing within intricate indoor environments. Despite considerable advancements, deploying…

Machine Learning · Computer Science 2025-08-05 Ahmed Jaheen , Sarah Elsamanody , Hamada Rizk , Moustafa Youssef

Mobile edge clouds (MECs) bring the benefits of the cloud closer to the user, by installing small cloud infrastructures at the network edge. This enables a new breed of real-time applications, such as instantaneous object recognition and…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-09-25 Andrew Machen , Shiqiang Wang , Kin K. Leung , Bong Jun Ko , Theodoros Salonidis

Cache-assisted ultra-dense mobile edge computing (MEC) networks are a promising solution for meeting the increasing demands of numerous Internet-of-Things mobile devices (IMDs). To address the complex interferences caused by small base…

Information Theory · Computer Science 2024-10-22 Tianqing Zhou , Bobo Wang , Dong Qin , Xuefang Nie , Nan Jiang , Chunguo Li

The world population is growing at a rapid pace. Towns and cities are accommodating half of the world's population thereby creating tremendous pressure on every aspect of urban living. Cities are known to have large concentration of…

Computers and Society · Computer Science 2013-08-02 Charith Perera , Arkady Zaslavsky , Peter Christen , Dimitrios Georgakopoulos

As a promising approach to deal with distributed data, Federated Learning (FL) achieves major advancements in recent years. FL enables collaborative model training by exploiting the raw data dispersed in multiple edge devices. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-12 Ji Liu , Juncheng Jia , Tianshi Che , Chao Huo , Jiaxiang Ren , Yang Zhou , Huaiyu Dai , Dejing Dou

Mobile networks are experiencing tremendous increase in data volume and user density. An efficient technique to alleviate this issue is to bring the data closer to the users by exploiting the caches of edge network nodes, such as fixed or…

Networking and Internet Architecture · Computer Science 2021-05-18 Nikolaos Nomikos , Spyros Zoupanos , Themistoklis Charalambous , Ioannis Krikidis , Athina Petropulu

Mobile crowdsensing (MCS) networks enable large-scale data collection by leveraging the ubiquity of mobile devices. However, frequent sensing and data transmission can lead to significant resource consumption. To mitigate this issue, edge…

Networking and Internet Architecture · Computer Science 2025-01-27 Kexin Shi , Yaru Fu , Yongna Guo , Fu Lee Wang , Yan Zhang

As privacy protection gains increasing importance, more models are being trained on edge devices and subsequently merged into the central server through Federated Learning (FL). However, current research overlooks the impact of network…

Machine Learning · Computer Science 2025-08-04 Hangyu Li , Hongyue Wu , Guodong Fan , Zhen Zhang , Shizhan Chen , Zhiyong Feng

The networking industry, compared to the compute industry, has been slow in evolving from a closed ecosystem with limited abstractions to a more open ecosystem with well-defined sophisticated high level abstractions. This has resulted in an…

Networking and Internet Architecture · Computer Science 2016-06-13 Junaid Qadir , Nadeem Ahmed , Faqir Zarrar Yousaf , Ali Taqweem

Multi-access Edge Computing (MEC) is booming as a promising paradigm to push the computation and communication resources from cloud to the network edge to provide services and to perform computations. With container technologies, mobile…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-20 Hailiang Zhao , Shuiguang Deng , Zijie Liu , Jianwei Yin , Schahram Dustdar

Serverless computing is a widely adopted cloud execution model composed of Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) offerings. The increased level of abstraction makes vendor lock-in inherent to serverless computing,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-29 Haidong Zhao , Zakaria Benomar , Tobias Pfandzelter , Nikolaos Georgantas

The combination of the infrastructure provided by the Internet of Things (IoT) with numerous processing nodes present at the Edge Computing (EC) ecosystem opens up new pathways to support intelligent applications. Such applications can be…

Machine Learning · Computer Science 2021-07-23 Kostas Kolomvatsos , Christos Anagnostopoulos

As we are moving towards the Internet of Things (IoT) era, the number of connected physical devices is increasing at a rapid pace. Mobile edge computing is emerging to handle the sheer volume of produced data and reach the latency demand of…

Cryptography and Security · Computer Science 2019-02-20 Jianbing Ni , Xiaodong Lin , Xuemin , Shen

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-03 Chinkit Patel , Kee Siong Ng
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