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Serverless computing offers a pay-per-use model with high elasticity and automatic scaling for a wide range of applications. Since cloud providers abstract most of the underlying infrastructure, these services work similarly to black-boxes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-10 Michael Kiener , Mohak Chadha , Michael Gerndt

The widespread deployment of large-scale, compute-intensive applications such as high-performance computing, artificial intelligence, and big data is leading to convergence between cloud and high-performance computing infrastructures. Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-15 Valerio Besozzi , Matteo Della Bartola , Patrizio Dazzi , Marco Danelutto

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 compelling new paradigm of cloud computing models in recent years. It promises the user services at large scale and low cost while eliminating the need for infrastructure management. On cloud provider…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-01 Lucia Schuler , Somaya Jamil , Niklas Kühl

Service Function Chains (SFCs) are one of the key enablers in providing programmable computer networks, paving the way for network autonomy. However, this also introduces new challenges, such as resource allocation and optimisation related…

Networking and Internet Architecture · Computer Science 2025-07-31 Theviyanthan Krishnamohan , Paul Harvey

The event-driven and elastic nature of serverless runtimes makes them a very efficient and cost-effective alternative for scaling up computations. So far, they have mostly been used for stateless, data parallel and ephemeral computations.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-11 Arda Aytekin , Mikael Johansson

The choice between containers and unikernels is a critical trade-off for edge applications, balancing the container's ecosystem maturity against unikernel's specialized efficiency. However, until now, how this trade-off behaves under the…

Performance · Computer Science 2025-09-10 Hai Dinh-Tuan

Distributed Data Processing Platforms (e.g., Hadoop, Spark, and Flink) are widely used to store and process data in a cloud environment. These platforms distribute the storage and processing of data among the computing nodes of a cloud. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-08 Isuru Dharmadasa , Faheem Ullah

A key challenge for supporting elastic behaviour in cloud systems is to achieve a good performance in automated (de-)provisioning and scheduling of computing resources. One of the key aspects that can be significant is the overheads…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-31 Víctor Medel , Rafael Tolosana-Calasanz , José Ángel Bañares , Unai Arronategui , Omer F. Rana

Multi-tenancy hosting of users in cloud NoSQL data stores is favored by cloud providers because it enables resource sharing at low operating cost. Multi-tenancy takes several forms depending on whether the back-end file system is a local…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-06 Jiaan Zeng

Serverless computing has seen rapid growth due to the ease-of-use and cost-efficiency it provides. However, function scheduling, a critical component of serverless systems, has been overlooked. In this paper, we take a first-principles…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-16 Kostis Kaffes , Neeraja J. Yadwadkar , Christos Kozyrakis

Modern applications increasingly span across cloud, fog, and edge environments, demanding orchestration systems that can adapt to diverse deployment contexts while meeting Quality-of-Service (QoS) requirements. Standard Kubernetes…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Haci Ismail Aslan , Syed Muhammad Mahmudul Haque , Joel Witzke , Odej Kao

While prior researches focus on CPU-based microservices, they are not applicable for GPU-based microservices due to the different contention patterns. It is challenging to optimize the resource utilization while guaranteeing the QoS for GPU…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-06 Wei Zhang , Quan Chen , Kaihua Fu , Ningxin Zheng , Zhiyi Huang , Jingwen Leng , Chao Li , Wenli Zheng , Minyi Guo

Function-as-a-Service (FaaS) has recently emerged as a new cloud computing paradigm. It promises high utilization of data center resources through allocating resources on demand at per-function request granularity. High cold-start…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-29 Yue Tan , David Liu , Nanqinqin Li , Amit Levy

Serverless computing is a paradigm in which the underlying infrastructure is fully managed by the provider, enabling applications and services to be executed with elastic resource provisioning and minimal operational overhead. A core model…

Serverless computing is transforming cloud application development, but the performance-cost trade-offs of control plane designs remain poorly understood due to a lack of open, cross-platform benchmarks and detailed system analyses. In this…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-04 Leonid Kondrashov , Boxi Zhou , Hancheng Wang , Dmitrii Ustiugov

Thanks to the latest advances in containerization, the serverless edge computing model is becoming close to reality. Serverless at the edge is expected to enable low latency applications with fast autoscaling mechanisms, all running on…

Networking and Internet Architecture · Computer Science 2022-08-18 Francisco Carpio , Marc Michalke , Admela Jukan

The current Cloud infrastructure services (IaaS) market employs a resource-based selling model: customers rent nodes from the provider and pay per-node per-unit-time. This selling model places the burden upon customers to predict their job…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-04-29 Thomas Sandholm , Julie Ward , Filippo Balestrieri , Bernardo A. Huberman

The coexistence of parallel applications in shared computing nodes, each one featuring different Quality of Service (QoS) requirements, carries out new challenges to improve resource occupation while keeping acceptable rates in terms of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-08 Luis Costero , Francisco D. Igual , Katzalin Olcoz , Francisco Tirado

Kubernetes (K8s) serves as a mature orchestration system for the seamless deployment and management of containerized applications spanning across cloud and edge environments. Since high-performance connectivity and minimal resource…

Networking and Internet Architecture · Computer Science 2024-01-17 Georgios Koukis , Sotiris Skaperas , Ioanna Angeliki Kapetanidou , Lefteris Mamatas , Vassilis Tsaoussidis
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