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Making serverless computing widely applicable requires detailed performance understanding. Although contemporary benchmarking approaches exist, they report only coarse results, do not apply distributed tracing, do not consider asynchronous…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-17 Joel Scheuner , Simon Eismann , Sacheendra Talluri , Erwin van Eyk , Cristina Abad , Philipp Leitner , Alexandru Iosup

Although historically the term serverless was also used in the context of peer-to-peer systems, it is more frequently associated with the architectural style for developing cloud-native applications. From the developer's perspective,…

Cryptography and Security · Computer Science 2020-11-26 Vladimir Yussupov , Ghareeb Falazi , Uwe Breitenbücher , Frank Leymann

Along with the rise of domain-specific computing (ASICs hardware) and domain-specific programming languages, we envision that the next step is the emergence of domain-specific cloud platforms. Developing such platforms for popular…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-02 Chavit Denninnart , Mohsen Amini Salehi

Serverless computing has gained popularity due to its cost efficiency, ease of deployment, and enhanced scalability. However, in serverless environments, servers are initiated only after receiving a request, leading to increased response…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-17 Vincent Hsieh , Jerry Chou

Serverless computing is renowned for its computation elasticity, yet its full potential is often constrained by the requirement for functions to operate within local and dedicated background environments, resulting in limited memory…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Jialiang Huang , Teng Ma , Zheng Liu , Sixing Lin , Kang Chen , Jinlei Jiang , Xia Liao , Yingdi Shan , Yongwei Wu , Ning Zhang , Mengting Lu , Tao Ma , Haifeng Gong , Mingxing Zhang

With the increasing demand for high-performance and high-efficiency computing, cloud computing, especially serverless computing, has gradually become a research hotspot in recent years, attracting numerous research attention. Meanwhile,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-05 Hanzhe Li , Bingchen Lin , Mengyuan Xu

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

This paper introduces a new primitive to serverless language runtimes called freshen. With freshen, developers or providers specify functionality to perform before a given function executes. This proactive technique allows for overheads…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-12 Erika Hunhoff , Shazal Irshad , Vijay Thurimella , Ali Tariq , Eric Rozner

We use many search engines on the Internet in our daily lives. However, they are not perfect. Their scoring function may not model our intent or they may accept only text queries even though we want to carry out a similar image search. In…

Information Retrieval · Computer Science 2022-06-20 Ryoma Sato

Serverless computing with cloud functions is quickly gaining adoption, but constrains programmers with its limited support for state management. We introduce a shared file system for cloud functions. It offers familiar POSIX semantics while…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-22 Johann Schleier-Smith , Leonhard Holz , Nathan Pemberton , Joseph M. Hellerstein

Organisations are increasingly putting machine learning models into production at scale. The increasing popularity of serverless scale-to-zero paradigms presents an opportunity for deploying machine learning models to help mitigate…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-27 Clive Cox , Dan Sun , Ellis Tarn , Animesh Singh , Rakesh Kelkar , David Goodwin

Serverless computing has rapidly emerged as a popular cloud computing paradigm. It enables developers to implement function-level tasks, i.e., serverless functions, without managing infrastructure. While reducing operational overhead, it…

Software Engineering · Computer Science 2025-11-24 Jinfeng Wen , Yuehan Sun

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

This paper explores serverless cloud computing for double machine learning. Being based on repeated cross-fitting, double machine learning is particularly well suited to exploit the high level of parallelism achievable with serverless…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-21 Malte S. Kurz

As an emerging application paradigm, serverless computing attracts attention from more and more attackers. Unfortunately, security tools for conventional applications cannot be easily ported to serverless, and existing serverless security…

Cryptography and Security · Computer Science 2020-11-11 Deepak Sirone Jegan , Liang Wang , Siddhant Bhagat , Thomas Ristenpart , Michael Swift

This paper introduces Laminar, a novel serverless framework based on dispel4py, a parallel stream-based dataflow library. Laminar efficiently manages streaming workflows and components through a dedicated registry, offering a seamless…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-04 Zaynab Zahra , Zihao Li , Rosa Filgueira

Serverless query processing has become increasingly popular due to its advantages, including automated resource management, high elasticity, and pay-as-you-go pricing. For users who are not system experts, serverless query processing…

Databases · Computer Science 2024-12-24 Haoqiong Bian , Dongyang Geng , Haoyang Li , Yunpeng Chai , Anastasia Ailamaki

Modern operating systems all support multi-users that users could share a computer simultaneously and not affect each other. However, there are some limitations. For example, privacy problem exists that users are visible to each other in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-10 Wenzhe Zhang , Kai Lu , Ruibo Wang , Wanqing Chi , Mingtian Shao , Huijun Wu , Mikel Luján , Xiaoping Wang

Serverless platforms have attracted attention due to their promise of elasticity, low cost, and fast deployment. Instead of using a fixed virtual machine (VM) infrastructure, which can incur considerable costs to operate and run, serverless…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-15 Michael Wawrzoniak , Ingo Müller , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

With the proliferation of large language model (LLM) variants, developers are turning to serverless computing for cost-efficient LLM deployment. However, public cloud providers often struggle to provide performance guarantees for serverless…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-26 Chiheng Lou , Sheng Qi , Chao Jin , Dapeng Nie , Haoran Yang , Yu Ding , Xuanzhe Liu , Xin Jin
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