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Load Balancing is a fundamental technology for scaling cloud infrastructure. It enables systems to distribute incoming traffic across backend servers using predefined algorithms such as round robin, weighted round robin, least connections,…

Networking and Internet Architecture · Computer Science 2025-05-14 Raju Singh

As a key technology in the 5G era, Mobile Edge Computing (MEC) has developed rapidly in recent years. MEC aims to reduce the service delay of mobile users, while alleviating the processing pressure on the core network. MEC can be regarded…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-11 Minxian Xu , Qiheng Zhou , Huaming Wu , Weiwei Lin , Kejiang Ye , Chengzhong Xu

This paper investigates the intelligent computing task-oriented computing offloading and semantic compression in mobile edge computing (MEC) systems. With the popularity of intelligent applications in various industries, terminals…

Networking and Internet Architecture · Computer Science 2023-07-07 Yuanpeng Zheng , Tiankui Zhang , Rong Huang , Yapeng Wang

With the development of next-generation wireless networks, the Internet of Things (IoT) is evolving towards the intelligent IoT (iIoT), where intelligent applications usually have stringent delay and jitter requirements. In order to provide…

Networking and Internet Architecture · Computer Science 2022-05-30 Kunlun Wang , Jiong Jin , Yang Yang , Tao Zhang , Arumugam Nallanathan , Chintha Tellambura , Bijan Jabbari

Learning an efficient update rule from data that promotes rapid learning of new tasks from the same distribution remains an open problem in meta-learning. Typically, previous works have approached this issue either by attempting to train a…

Machine Learning · Computer Science 2020-02-19 Sebastian Flennerhag , Andrei A. Rusu , Razvan Pascanu , Francesco Visin , Hujun Yin , Raia Hadsell

Edge computing can be defined as an emerging technology that uses cloud computing to leverage edge data centers to process, store, and analyze data close to the source. Traditional cloud computing architectures are not designed for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-26 Vivek Basavegowda Ramu

Modern mobile devices are equipped with high-performance hardware resources such as graphics processing units (GPUs), making the end-side intelligent services more feasible. Even recently, specialized silicons as neural engines are being…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-04 Amir Erfan Eshratifar , Amirhossein Esmaili , Massoud Pedram

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

Networking and Internet Architecture · Computer Science 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

Multilayer networks describe well many real interconnected communication and transportation systems, ranging from computer networks to multimodal mobility infrastructures. Here, we introduce a model in which the nodes have a limited…

Physics and Society · Physics 2018-02-22 Sabato Manfredi , Edmondo Di Tucci , Vito Latora

Meta Computing is a new computing paradigm, which aims to solve the problem of computing islands in current edge computing paradigms and integrate all the resources on a network by incorporating cloud, edge, and particularly terminal-end…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-27 Yandi Li , Jianxiong Guo , Yupeng Li , Tian Wang , Weijia Jia

Future networks (including 6G) are poised to accelerate the realisation of Internet of Everything. However, it will result in a high demand for computing resources to support new services. Mobile Edge Computing (MEC) is a promising…

Machine Learning · Computer Science 2025-04-25 Yuelin Liu , Haiyuan Li , Xenofon Vasilakos , Rasheed Hussain , Dimitra Simeonidou

In business process landscapes, a common challenge is to provide the necessary computational resources to enact the single process steps. One well-known approach to solve this issue in a cost-efficient way is to use the notion of…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-15 Gerta Sheganaku , Stefan Schulte , Philipp Waibel , Ingo Weber

With the continuous improvement of information infrastructures, academia and industry have been constantly exploring new computing paradigms to fully exploit computing powers. In this paper, we propose Meta Computing, a new computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-21 Xiuzhen Cheng , Minghui Xu , Runyu Pan , Dongxiao Yu , Chenxu Wang , Xue Xiao , Weifeng Lyu

Research around cloud computing has largely been dedicated to ad-dressing technical aspects associated with utilizing cloud services, surveying critical success factors for the cloud adoption, and opinions about its impact on IT functions.…

Software Engineering · Computer Science 2020-04-22 Mahdi Fahmideh , Farhad Daneshgar , Fethi Rabhi

Interactive intelligent computing applications are increasingly prevalent, creating a need for AI/ML platforms optimized to reduce per-event latency while maintaining high throughput and efficient resource management. Yet many intelligent…

Operating Systems · Computer Science 2023-11-30 Weijia Song , Thiago Garrett , Yuting Yang , Mingzhao Liu , Edward Tremel , Lorenzo Rosa , Andrea Merlina , Roman Vitenberg , Ken Birman

Owing to the resource-constrained feature of Internet of Things (IoT) devices, offloading tasks from IoT devices to the nearby mobile edge computing (MEC) servers can not only save the energy of IoT devices but also reduce the response time…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-01 Zeinab Akhavan , Mona Esmaeili , Babak Badnava , Mohammad Yousefi , Xiang Sun , Michael Devetsikiotis , Payman Zarkesh-Ha

Live migration, a technology enabling seamless transition of operational computational entities between various hosts while preserving continuous functionality and client connectivity, has been the subject of extensive research. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-15 Sima Attar-Khorasani , Lincoln Sherpa , Matthias Lieber , Siavash Ghiasvand

Serverless computing has emerged as a promising computing paradigm for edge computing. However, adopting the event driven model in highly dynamic, heterogeneous, and distributed edge systems poses significant challenges in request placement…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-18 Chen Chen , Zihan Jia , Andrea Sabbioni , Reza Farahani , Lei Jiao

Hybrid cloud is an integrated cloud computing environment utilizing a mix of public cloud, private cloud, and on-premise traditional IT infrastructures. Workload awareness, defined as a detailed full range understanding of each individual…

Machine Learning · Computer Science 2017-12-19 Mu Qiao , Luis Bathen , Simon-Pierre Génot , Sunhwan Lee , Ramani Routray

We present a framework for performance optimization in serverless edge-cloud platforms using dynamic task placement. We focus on applications for smart edge devices, for example, smart cameras or speakers, that need to perform processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-21 Anirban Das , Shigeru Imai , Mike P. Wittie , Stacy Patterson