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相关论文: Groundhog: Efficient Request Isolation in FaaS

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The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, FaaS provides an event-driven, function-oriented computing…

软件工程 · 计算机科学 2025-10-06 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

In the quest for efficiency and performance, edge-computing providers eliminate isolation boundaries between tenants, such as strict process isolation, and instead let them compute in a more lightweight multi-threaded single-process design.…

密码学与安全 · 计算机科学 2021-10-12 Martin Schwarzl , Pietro Borrello , Andreas Kogler , Kenton Varda , Thomas Schuster , Daniel Gruss , Michael Schwarz

Recent attacks on federated learning demonstrate that keeping the training data on clients' devices does not provide sufficient privacy, as the model parameters shared by clients can leak information about their training data. A 'secure…

密码学与安全 · 计算机科学 2020-09-24 Swanand Kadhe , Nived Rajaraman , O. Ozan Koyluoglu , Kannan Ramchandran

In an overloaded FaaS cluster, individual worker nodes strain under lengthening queues of requests. Although the cluster might be eventually horizontally-scaled, adding a new node takes dozens of seconds. As serving applications are tuned…

分布式、并行与集群计算 · 计算机科学 2022-11-01 Paweł Żuk , Bartłomiej Przybylski , Krzysztof Rzadca

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Functions-as-a-Service (FaaS) is a Serverless Cloud paradigm where a platform manages the execution scheduling (e.g., resource allocation, runtime environments) of stateless functions. Recent developments demonstrate the benefits of using…

分布式、并行与集群计算 · 计算机科学 2024-07-22 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

In this paper we introduce Timeloops a novel technique for automatically learning system call filtering policies for containerized microservices applications. At run-time, Timeloops automatically learns which system calls a program should…

密码学与安全 · 计算机科学 2022-09-27 Meghna Pancholi , Andreas D. Kellas , Vasileios P. Kemerlis , Simha Sethumadhavan

Function-as-a-Service (FaaS) is at the core of serverless computing, enabling developers to easily deploy applications without managing computing resources. With an Infrastructure-as-Code (IaC) approach, frameworks like the Serverless…

软件工程 · 计算机科学 2025-08-05 Angel C. Chavez-Moreno , Cristina L. Abad

In a continuous deployment setting, Function-as-a-Service (FaaS) applications frequently receive updated releases, each of which can cause a performance regression. While continuous benchmarking, i.e., comparing benchmark results of the…

分布式、并行与集群计算 · 计算机科学 2024-08-20 Tim C. Rese , Nils Japke , Sebastian Koch , Tobias Pfandzelter , David Bermbach

Operating systems provide an abstraction layer between the hardware and higher-level software. Many abstractions, such as threads, processes, containers, and virtual machines, are mechanisms to provide isolation. New application scenarios…

密码学与安全 · 计算机科学 2023-09-19 Sidhartha Agrawal , Reto Achermann , Margo Seltzer

Serverless Computing is a computing paradigm that provides efficient infrastructure management and elastic scalability. Serverless functions scale up or down based on demand, which means that functions are not directly addressable and rely…

分布式、并行与集群计算 · 计算机科学 2024-12-05 Cynthia Marcelino , Jack Shahhoud , Stefan Nastic

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…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

The rise of complex, latency-sensitive IoT applications across the Edge-Cloud continuum exposes the limitations of current Function-as-a-Service (FaaS) platforms in seamlessly addressing the complexity, heterogeneity, and intermittent…

分布式、并行与集群计算 · 计算机科学 2026-04-14 Pawissanutt Lertpongrujikorn , Juahn Kwon , Hai Duc Nguyen , Mohsen Amini Salehi

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…

分布式、并行与集群计算 · 计算机科学 2020-08-05 Emily Herbert , Arjun Guha

An important class of applications, including programs that leverage third-party libraries, programs that use user-defined functions in databases, and serverless applications, benefit from isolating the execution of untrusted code at the…

编程语言 · 计算机科学 2022-03-18 Nicholas C. Wanninger , Joshua J. Bowden , Kirtankumar Shetty , Ayush Garg , Kyle C. Hale

Internet of Things (IoT) is leading to the pervasive availability of streaming data about the physical world, coupled with edge computing infrastructure deployed as part of smart cities and 5G rollout. These constrained, less reliable but…

分布式、并行与集群计算 · 计算机科学 2022-03-28 Prateeksha Varshney , Shriram Ramesh , Shayal Chhabra , Aakash Khochare , Yogesh Simmhan

There is an increasing trend that enterprises outsource their network functions to the cloud for lower cost and ease of management. However, network function outsourcing brings threats to the privacy of enterprises since the cloud is able…

网络与互联网体系结构 · 计算机科学 2016-06-24 Huazhe Wang , Xin Li , Yu Zhao , Ye Yu , Hongkun Yang , Chen Qian

For seamless QoS, it is important that all the stakeholders, such as the hosts, applications, access networks, routers, and other middleboxes, follow a single protocol and they trust each other. In this article, we investigate the…

网络与互联网体系结构 · 计算机科学 2018-09-05 Mohammad A. Hoque , Hassan Abbas , Tong Li , Yong Li , Pan Hui , Sasu Tarkoma

Serverless computing (FaaS) has been extensively utilized for deep learning (DL) inference due to the ease of deployment and pay-per-use benefits. However, existing FaaS platforms utilize GPUs in a coarse manner for DL inferences, without…

分布式、并行与集群计算 · 计算机科学 2023-09-04 Jianfeng Gu , Yichao Zhu , Puxuan Wang , Mohak Chadha , Michael Gerndt

Experimental data can aid in gaining insights about a system operation, as well as determining critical aspects of a modelling or simulation process. In this paper, we analyze the data acquired from an extensive experimentation process in a…