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Serverless computing paradigm has become more ingrained into the industry, as it offers a cheap alternative for application development and deployment. This new paradigm has also created new kinds of problems for the developer, who needs to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-14 Gor Safaryan , Anshul Jindal , Mohak Chadha , Michael Gerndt

This paper presents a novel cloud-edge framework for addressing computational and energy constraints in complex control systems. Our approach centers around a learning-based controller using Spiking Neural Networks (SNN) on physical plants.…

Systems and Control · Electrical Eng. & Systems 2024-05-07 Reza Ahmadvand , Sarah Safura Sharif , Yaser Mike Banad

Cloud computing is an established technology allowing users to share resources on a large scale, never before seen in IT history. A cloud system connects multiple individual servers in order to process related tasks in several environments…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Leszek Sliwko

The Computing Continuum (CC) is an emerging Internet-based computing paradigm that spans from local Internet of Things sensors and constrained edge devices to large-scale cloud data centers. Its goal is to orchestrate a vast array of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-02 Victor Casamayor Pujol , Boris Sedlak , Tommaso Salvatori , Karl Friston , Schahram Dustdar

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 has emerged as a very popular cloud technology, together with its companion Function-as-a-Service (FaaS) programming model enabling invocations of stateless functions from clients. An evolution of serverless is now…

Networking and Internet Architecture · Computer Science 2022-08-29 Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella

In the edge-cloud continuum, datacenters provide microservices (MSs) to mobile users, with each MS having specific latency constraints and computational requirements. Deploying such a variety of MSs matching their requirements with the…

Networking and Internet Architecture · Computer Science 2023-05-02 Itamar Cohen , Paolo Giaccone , Carla Fabiana Chiasserini

Structural Health Monitoring (SHM) is crucial for the safety and maintenance of various infrastructures. Due to the large amount of data generated by numerous sensors and the high real-time requirements of many applications, SHM poses…

Networking and Internet Architecture · Computer Science 2023-10-12 Wenzhao Zhang , Cheng Guo , Yi Gao , Wei Dong

Real-time AI services increasingly operate across the device-edge-cloud continuum, where autonomous AI agents generate latency-sensitive workloads, orchestrate multi-stage processing pipelines, and compete for shared resources under policy…

Artificial Intelligence · Computer Science 2026-03-09 Lauri Lovén , Alaa Saleh , Reza Farahani , Ilir Murturi , Miguel Bordallo López , Praveen Kumar Donta , Schahram Dustdar

There has been a significant societal push towards sustainable practices, including in computing. Modern interactive workloads such as geo-distributed web-services exhibit various spatiotemporal and performance flexibility, enabling the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-25 Abel Souza , Shruti Jasoria , Basundhara Chakrabarty , Alexander Bridgwater , Axel Lundberg , Filip Skogh , Ahmed Ali-Eldin , David Irwin , Prashant Shenoy

Based on the two decision variables, service location and base station selection, construct a computational model of the switching delay, communication delay, and queuing delay patterns of a mobile edge computing system in each time…

Networking and Internet Architecture · Computer Science 2022-12-21 Ruan Yanjiao

The emergence of technologies such as 5G and mobile edge computing has enabled provisioning of different types of services with different resource and service requirements to the vehicles in a vehicular network.The growing complexity of…

Networking and Internet Architecture · Computer Science 2021-06-21 Anum Talpur , Mohan Gurusamy

This paper introduces a scalable Anomaly Detection Service with a generalizable API tailored for industrial time-series data, designed to assist Site Reliability Engineers (SREs) in managing cloud infrastructure. The service enables…

Machine Learning · Computer Science 2025-01-29 Nimesh Jha , Shuxin Lin , Srideepika Jayaraman , Kyle Frohling , Christodoulos Constantinides , Dhaval Patel

Resource allocation for cloud services is a complex task due to the diversity of the services and the dynamic workloads. One way to address this is by overprovisioning which results in high cost due to the unutilized resources. A much more…

Data Structures and Algorithms · Computer Science 2015-03-10 Galia Shabtai , Danny Raz , Yuval Shavitt

Next-gen computing paradigms foresee deploying applications to virtualised resources along a continuum of Cloud-Edge nodes. Much literature focussed on how to place applications onto such resources so as to meet their requirements. To lease…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-31 Stefano Forti , Ahmad Ibrahim , Antonio Brogi

Serving machine learning inference workloads on the cloud is still a challenging task on the production level. Optimal configuration of the inference workload to meet SLA requirements while optimizing the infrastructure costs is highly…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-24 Nima Mahmoudi , Hamzeh Khazaei

Load Balancing plays a vital role in modern data centers to distribute traffic among instances of network functions or services. State-of-the-art load balancers such as Silkroad dispatch traffic obliviously without considering the real-time…

Networking and Internet Architecture · Computer Science 2019-02-26 Ashkan Aghdai , Cing-Yu Chu , Yang Xu , David H. Dai , Jun Xu , H. Jonathan Chao

Recent advancement in web services plays an important role in business to business and business to consumer interaction. Discovery mechanism is not only used to find a suitable service but also provides collaboration between service…

Artificial Intelligence · Computer Science 2010-04-28 Saba Bashir , Farhan Hassan Khan , M. Younus Javed , Aihab Khan , Malik Sikandar Hayat Khiyal

Efficient state space models (SSMs), such as linear recurrent neural networks and linear attention variants, offer computational advantages over Transformers but struggle with tasks requiring long-range in-context retrieval-like text…

Computation and Language · Computer Science 2025-02-25 Sam Blouir , Jimmy T. H. Smith , Antonios Anastasopoulos , Amarda Shehu

Serverless computing relieves developers from the burden of resource management, thus providing ease-of-use to the users and the opportunity to optimize resource utilization for the providers. However, today's serverless systems lack…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-26 Prasoon Sinha , Kostis Kaffes , Neeraja J. Yadwadkar