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Related papers: Dependability in Edge Computing

200 papers

As the convergence of cloud computing and advanced networking continues to reshape modern software development, edge-cloud-native paradigms have become essential for enabling scalable, resilient, and agile digital services that depend on…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-05 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Juahn Kwon , Mohsen Amini Salehi

Edge computing is a promising solution to enable low-latency IoT applications, by shifting computation from remote data centers to local devices, less powerful but closer to the end user devices. However, this creates the challenge on how…

Networking and Internet Architecture · Computer Science 2025-03-04 Claudio Cicconetti , Marco Conti , Andrea Passarella

Serverless computing has emerged as an attractive paradigm due to the efficiency of development and the ease of deployment without managing any underlying infrastructure. Nevertheless, serverless computing approaches face numerous…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-18 Emilian Simion , Yuandou Wang , Hsiang-ling Tai , Uraz Odyurt , Zhiming Zhao

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

Edge computing facilitates low-latency services at the network's edge by distributing computation, communication, and storage resources within the geographic proximity of mobile and Internet-of-Things (IoT) devices. The recent advancement…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-27 Xiaoyu Xia , Sheik Mohammad Mostakim Fattah , Muhammad Ali Babar

The era of edge computing has arrived. Although the Internet is the backbone of edge computing, its true value lies at the intersection of gathering data from sensors and extracting meaningful information from the sensor data. We envision…

Machine Learning · Computer Science 2020-10-20 Mi Zhang , Faen Zhang , Nicholas D. Lane , Yuanchao Shu , Xiao Zeng , Biyi Fang , Shen Yan , Hui Xu

Edge computing has emerged as a pivotal technology, offering significant advantages such as low latency, enhanced data security, and reduced reliance on centralized cloud infrastructure. These benefits are crucial for applications requiring…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-24 Tomasz Szydlo , Viacheslav Horbanov , Devki Nandan Jha , Shashikant Ilager , Aleksander Slominski , Rajiv Ranjan

Edge computing is seen as an enabler for upcoming applications requiring low latency offloading, such as augmented reality, and as a key building block for Internet of Things. Edge computing extends the centralized cloud computing model by…

Networking and Internet Architecture · Computer Science 2018-05-07 Aleksandr Zavodovski , Nitinder Mohan , Jussi Kangasharju

Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years. This has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However,…

Machine Learning · Computer Science 2021-10-07 M. G. Sarwar Murshed , Christopher Murphy , Daqing Hou , Nazar Khan , Ganesh Ananthanarayanan , Faraz Hussain

Contrary to using distant and centralized cloud data center resources, employing decentralized resources at the edge of a network for processing data closer to user devices, such as smartphones and tablets, is an upcoming computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-22 Cheol-Ho Hong , Blesson Varghese

In today's era of Internet of Things (IoT), where massive amounts of data are produced by IoT and other devices, edge computing has emerged as a prominent paradigm for low-latency data processing. However, applications may have diverse…

Networking and Internet Architecture · Computer Science 2021-07-19 Md Washik Al Azad , Susmit Shannigrahi , Nicholas Stergiou , Francisco R. Ortega , Spyridon Mastorakis

Caching content at the edge network is a popular and effective technique widely deployed to alleviate the burden of network backhaul, shorten service delay and improve service quality. However, there has been some controversy over privacy…

Networking and Internet Architecture · Computer Science 2026-02-02 Xianzhi Zhang , Yipeng Zhou , Di Wu , Quan Z. Sheng , Shazia Riaz , Miao Hu , Linchang Xiao

Motivated by the proliferation of Internet-of-Thing (IoT) devices and the rapid advances in the field of deep learning, there is a growing interest in pushing deep learning computations, conventionally handled by the cloud, to the edge of…

Machine Learning · Computer Science 2024-09-25 Marco Palena , Tania Cerquitelli , Carla Fabiana Chiasserini

Edge computing has become a very popular service that enables mobile devices to run complex tasks with the help of network-based computing resources. However, edge clouds are often resource-constrained, which makes resource allocation a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-02 Caroline Rublein , Fidan Mehmeti , Mark Mahon , Thomas F. La Porta

The needs of emerging applications, such as augmented and virtual reality, federated machine learning, and autonomous driving, have motivated edge computing--the push of computation capabilities to the edge. Various edge computing…

Networking and Internet Architecture · Computer Science 2020-07-02 Reza Tourani , Srikathyayani Srikanteswara , Satyajayant Misra , Richard Chow , Lily Yang , Xiruo Liu , Yi Zhang

Along with the rapid developments in communication technologies and the surge in the use of mobile devices, a brand-new computation paradigm, Edge Computing, is surging in popularity. Meanwhile, Artificial Intelligence (AI) applications are…

Networking and Internet Architecture · Computer Science 2020-05-20 Shuiguang Deng , Hailiang Zhao , Weijia Fang , Jianwei Yin , Schahram Dustdar , Albert Y. Zomaya

Cloud computing has grown to become a popular distributed computing service offered by commercial providers. More recently, Edge and Fog computing resources have emerged on the wide-area network as part of Internet of Things (IoT)…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-16 Prateeksha Varshney , Yogesh Simmhan

Edge computing has become a promising computing paradigm for building IoT (Internet of Things) applications, particularly for applications with specific constraints such as latency or privacy requirements. Due to resource constraints at the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-15 Fei Hu , Kunal Mehta , Shivakant Mishra , Mohammad AlMutawa

Edge computing (EC) is a promising paradigm providing a distributed computing solution for users at the edge of the network. Preserving satisfactory quality of experience (QoE) for users when offloading their computation to EC is a…

Networking and Internet Architecture · Computer Science 2020-06-03 Weibin Ma , Lena Mashayekhy

Increasing rate of progress in hardware and artificial intelligence (AI) solutions is enabling a range of software systems to be deployed closer to their users, increasing application of edge software system paradigms. Edge systems support…

Software Engineering · Computer Science 2024-06-14 Kevin Pitstick , Marc Novakouski , Grace A. Lewis , Ipek Ozkaya