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The Function-as-a-Service (FaaS) paradigm has a lot of potential as a computing model for fog environments comprising both cloud and edge nodes, as compute requests can be scheduled across the entire fog continuum in a fine-grained manner.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-24 David Bermbach , Jonathan Bader , Jonathan Hasenburg , Tobias Pfandzelter , Lauritz Thamsen

Global corporations (e.g., Google and Microsoft) have recently introduced a new model of cloud services, fuzzing-as-a-service (FaaS). Despite effectively alleviating the cost of fuzzing, the model comes with privacy concerns. For example,…

Cryptography and Security · Computer Science 2019-09-26 Fan Sang , Daehee Jang , Ming-Wei Shih , Taesoo Kim

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-25 Chavit Denninnart

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

Growing data volumes and velocities are driving exciting new methods across the sciences in which data analytics and machine learning are increasingly intertwined with research. These new methods require new approaches for scientific…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-15 Ryan Chard , Tyler J. Skluzacek , Zhuozhao Li , Yadu Babuji , Anna Woodard , Ben Blaiszik , Steven Tuecke , Ian Foster , Kyle Chard

The Function-as-a-Service (FaaS) paradigm has a lot of potential as a computing model for fog environments comprising both cloud and edge nodes. When the request rate exceeds capacity limits at the edge, some functions need to be offloaded…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-05 David Bermbach , Setareh Maghsudi , Jonathan Hasenburg , Tobias Pfandzelter

Function-as-a-Service (FaaS) computing is an emerging cloud computing paradigm for its ease-of-management and elasticity. However, optimizing scheduling for serverless functions remains challenging due to their dynamic and event-driven…

Software Engineering · Computer Science 2025-12-08 Zhuangbin Chen , Juzheng Zheng , Zibin Zheng

Serverless applications are typically composed of function workflows in which multiple short-lived functions are triggered to exchange data in response to events or state changes. Current serverless platforms coordinate and trigger…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-30 Minchen Yu , Tingjia Cao , Wei Wang , Ruichuan Chen

Serverless computing has gained significant traction for machine learning inference applications, which are often deployed as serverless workflows consisting of multiple CPU and GPU functions with data dependency. However, existing…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-05 Hao Wu , Junxiao Deng , Minchen Yu , Yue Yu , Yaochen Liu , Hao Fan , Song Wu , Wei Wang

As an emerging cloud computing deployment paradigm, serverless computing is gaining traction due to its efficiency and ability to harness on-demand cloud resources. However, a significant hurdle remains in the form of the cold start…

Software Engineering · Computer Science 2024-08-22 Cheryl Lee , Zhouruixing Zhu , Tianyi Yang , Yintong Huo , Yuxin Su , Pinjia He , Michael R. Lyu

It is increasingly common to outsource network functions (NFs) to the cloud. However, no cloud providers offer NFs-as-a-Service (NFaaS) that allows users to run custom NFs. Our work addresses how a cloud provider can offer NFaaS. We use the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-18 Arjun Singhvi , Junaid Khalid , Aditya Akella , Sujata Banerjee

Computation-as-a-Service (CaaS) offerings have gained traction in the last few years due to their effectiveness in balancing between the scalability of Software-as-a-Service and the customisation possibilities of Infrastructure-as-a-Service…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-17 Joseph Doyle , Vasileios Giotsas , Mohammad Ashraful Anam , Yiannis Andreopoulos

FaaS introduces a lightweight, function-based cloud execution model that finds its relevance in a range of applications like IoT-edge data processing and anomaly detection. While cloud service providers offer a near-infinite function…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-13 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Serverless platforms face a trade-off: conventional cluster managers like Kubernetes offer compatibility for co-locating Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) components of serverless applications, at the cost of high…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-07 Leonid Kondrashov , Lazar Cvetković , Hancheng Wang , Boxi Zhou , Dmitrii Ustiugov

Elasticity is a key property of cloud computing. However, elasticity is offered today at the granularity of virtual machines, which take tens of seconds to start. This is insufficient to react to load spikes and sudden failures in latency…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

Offloading computation from user devices to nodes with processing capabilities at the edge of the network is a major trend in today's network/service architectures. At the same time, serverless computing has gained a huge traction among the…

Networking and Internet Architecture · Computer Science 2022-09-08 Claudio Cicconetti , Marco Conti , Andrea Passarella

In recent years, serverless computing, especially Function as a Service (FaaS), is rapidly growing in popularity as a cloud programming model. The serverless computing model provides an intuitive interface for developing cloud-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

Serverless computing is an approach to cloud computing that allows programmers to run serverless functions in response to external events. Serverless functions are priced at sub-second granularity, support transparent elasticity, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-05 Emily Herbert , Arjun Guha

The serverless computing ecosystem is growing due to interest by software engineers. Beside Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) systems, developer-oriented tools such as deployment and debugging frameworks as well…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-14 Josef Spillner

The function-as-a-service (FaaS) paradigm is envisioned as the next generation of cloud computing systems that mitigate the burden for cloud-native application developers by abstracting them from cloud resource management. However, it does…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-21 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi
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