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Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-26 Larissa Schmid , Marcin Copik , Alexandru Calotoiu , Laurin Brandner , Anne Koziolek , Torsten Hoefler

Machine learning (ML) is an important part of modern data science applications. Data scientists today have to manage the end-to-end ML life cycle that includes both model training and model serving, the latter of which is essential, as it…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-02 Yuncheng Wu , Tien Tuan Anh Dinh , Guoyu Hu , Meihui Zhang , Yeow Meng Chee , Beng Chin Ooi

Serverless computing -- an emerging cloud-native paradigm for the deployment of applications and services -- represents an evolution in cloud application development, programming models, abstractions, and platforms. It promises a real…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-10 Paul Castro , Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

Serverless computing shows good promise for efficiency and ease-of-use. Yet, there are only a few, scattered and sometimes conflicting reports on questions such as 'Why do so many companies adopt serverless?', 'When are serverless…

Software Engineering · Computer Science 2020-09-21 Simon Eismann , Joel Scheuner , Erwin van Eyk , Maximilian Schwinger , Johannes Grohmann , Cristina L. Abad , Alexandru Iosup

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

End-users can get functions-as-a-service from serverless platforms, which promise lower hosting costs, high availability, fault tolerance, and dynamic flexibility for hosting individual functions known as microservices. Machine learning…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-25 Prerana Khatiwada , Pranjal Dhakal

Serverless computing is an emerging cloud computing paradigm that has been applied to various domains, including machine learning, scientific computing, video processing, etc. To develop serverless computing-based software applications…

Software Engineering · Computer Science 2022-07-28 Jinfeng Wen , Zhenpeng Chen , Xuanzhe Liu

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

Serverless computing has become very popular today since it largely simplifies cloud programming. Developers do not need to longer worry about provisioning or operating servers, and they pay only for the compute resources used when their…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-29 Pedro García-López , Marc Sánchez-Artigas , Simon Shillaker , Peter Pietzuch , David Breitgand , Gil Vernik , Pierre Sutra , Tristan Tarrant , Ana Juan Ferrer

Serverless computing has rapidly emerged as a prominent cloud paradigm, enabling developers to focus solely on application logic without the burden of managing servers or underlying infrastructure. Public serverless repositories have become…

Cryptography and Security · Computer Science 2025-10-21 Eduard Marin , Jinwoo Kim , Alessio Pavoni , Mauro Conti , Roberto Di Pietro

The rise of serverless computing introduced a new class of scalable, elastic and widely available parallel workers in the cloud. Many systems and applications benefit from offloading computations and parallel tasks to dynamically allocated…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-23 Marcin Copik , Lukas Möller , Alexandru Calotoiu , Torsten Hoefler

Serverless computing has become an important model in cloud computing and influenced the design of many applications. Here, we provide our perspective on how the recent landscape of serverless computing for scientific applications looks…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-06 Maciej Malawski , Bartosz Balis

Public cloud serverless platforms have attracted a large user base due to their high scalability, plug-and-play deployment model, and pay-per-use billing. However, compared to virtual machines and container hosting services, modern…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Changyuan Lin , Yuanzhi Ma , Mohammad Shahrad

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

The Internet is responsible for accelerating growth in several fields such as digital media, healthcare, the military. Furthermore, the Internet was founded on the principle of allowing clients to communicating with servers. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-29 Jacob John , Shashank Gupta

The topic of serverless computing has proved to be a controversial subject both within academic and industrial communities. Many have praised the approach to be a platform for a new era of computing and some have argued that it is in fact a…

Networking and Internet Architecture · Computer Science 2021-06-07 Hossein Shafiei , Ahmad Khonsari , Payam Mousavi

Serverless computing along with Function-as-a-Service (FaaS) is forming a new computing paradigm that is anticipated to found the next generation of cloud systems. The popularity of this paradigm is due to offering a highly transparent…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-27 Chavit Denninnart , Thanawat Chanikaphon , Mohsen Amini Salehi

Serverless computing is an emerging Cloud service model. It is currently gaining momentum as the next step in the evolution of hosted computing from capacitated machine virtualisation and microservices towards utility computing. The term…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-11 Manuel Stein

Context. While in serverless computing, application resource management and operational concerns are generally delegated to the cloud provider, ensuring that serverless applications meet their performance requirements is still a…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-29 Simon Eismann , Diego Elias Costa , Lizhi Liao , Cor-Paul Bezemer , Weiyi Shang , André van Hoorn , Samuel Kounev

This paper explores resource allocation in serverless cloud computing platforms and proposes an optimization approach for autoscaling systems. Serverless computing relieves users from resource management tasks, enabling focus on application…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Harold Ship , Evgeny Shindin , Chen Wang , Diana Arroyo , Asser Tantawi