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The ubiquity of accelerators in high-performance computing has driven programming complexity beyond the skill-set of the average domain scientist. To maintain performance portability in the future, it is imperative to decouple…

Programming Languages · Computer Science 2020-01-06 Tal Ben-Nun , Johannes de Fine Licht , Alexandros Nikolaos Ziogas , Timo Schneider , Torsten Hoefler

Function as a Service (FaaS) is poised to become the foundation of the next generation of cloud systems due to its inherent advantages in scalability, cost-efficiency, and ease of use. However, challenges such as the need for specialized…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-21 Akiharu Esashi , Pawissanutt Lertpongrujikorn , Shinji Kato , Mohsen Amini Salehi

We present PSL, a lightweight, secure and stateful Function-as-a-Serivce (FaaS) framework for Trusted Execution Environments (TEEs). The framework provides rich programming language support on heterogeneous TEE hardware for statically…

Cryptography and Security · Computer Science 2024-10-29 Alexander Thomas , Shubham Mishra , Kaiyuan Chen , John Kubiatowicz

Function as a Service (FaaS) paradigm is becoming widespread and is envisioned as the next generation of cloud systems that mitigate the burden for programmers and cloud solution architects. However, the FaaS abstraction only makes the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-07 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

As future tasks in networked systems are increasingly relying on collaborative execution among distributed devices, trust has become an essential tool for securing both reliable collaborators and task-specific resources. However, the…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Botao Zhu , Xianbin Wang

We present ST2, an end-to-end solution to analyze distributed dataflows in an online setting. It is powered by Timely Dataflow, a low-latency, distributed data-parallel dataflow computational framework, and expands on its predecessor…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-23 Malte Sandstede

Network function virtualization (NFV) based service function chaining (SFC) allows the provisioning of various security and traffic engineering applications in a cloud network. Inefficient deployment of network functions can lead to…

Cryptography and Security · Computer Science 2018-11-05 Ankur Chowdhary , Dijiang Huang

Network function virtualization is the key to developing elastically scalable and fault-tolerant network functions (e.g. load balancer, firewall etc.). By integrating NFV and SDN technologies, it is feasible to dynamically reroute traffic…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-01 Md Mahir Shahriyar , Gourab Saha , Bishwajit Bhattacharjee , Rezwana Reaz

For the enactment of inter-organizational business processes, blockchain can guarantee the enforcement of process models and the integrity of execution traces. However, existing solutions come with downsides regarding throughput…

Cryptography and Security · Computer Science 2025-03-28 Fabian Stiehle , Ingo Weber

We present DataFlow, a computational framework for building, testing, and deploying high-performance machine learning systems on unbounded time-series data. Traditional data science workflows assume finite datasets and require substantial…

Machine Learning · Computer Science 2026-01-01 Giacinto Paolo Saggese , Paul Smith

Serverless computing enables a new way of building and scaling cloud applications by allowing developers to write fine-grained serverless or cloud functions. The execution duration of a cloud function is typically short-ranging from a few…

Operating Systems · Computer Science 2022-09-08 Yuqi Fu , Li Liu , Haoliang Wang , Yue Cheng , Songqing Chen

The serverless and functions as a service (FaaS) paradigms are currently trending among cloud providers and are now increasingly being applied to the network edge, and to the Internet of Things (IoT) devices. The benefits include reduced…

Networking and Internet Architecture · Computer Science 2021-03-23 Pekka Karhula , Jan Janak , Henning Schulzrinne

Much like on-premises systems, the natural choice for running database analytics workloads in the cloud is to provision a cluster of nodes to run a database instance. However, analytics workloads are often bursty or low volume, leaving…

Databases · Computer Science 2019-11-27 Matthew Perron , Raul Castro Fernandez , David DeWitt , Samuel Madden

Function-as-a-Service (FaaS) has recently emerged to reduce the deployment cost of running cloud applications compared to Infrastructure-as-a-Service (IaaS). FaaS follows a serverless 'pay-as-you-go' computing model; it comes at a higher…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-29 Ali Raza , Zongshun Zhang , Nabeel Akhtar , Vatche Isahagian , Ibrahim Matta

Distributed stateful stream processing enables the deployment and execution of large scale continuous computations in the cloud, targeting both low latency and high throughput. One of the most fundamental challenges of this paradigm is…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-06-30 Paris Carbone , Gyula Fóra , Stephan Ewen , Seif Haridi , Kostas Tzoumas

While cloud environments and auto-scaling solutions have been widely applied to traditional monolithic applications, they face significant limitations when it comes to microservices-based architectures. Microservices introduce additional…

Software Engineering · Computer Science 2025-02-03 Majid Dashtbani , Ladan Tahvildari

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

Two emerging architectural paradigms, i.e., Software Defined Networking (SDN) and Network Function Virtualization (NFV), enable the deployment and management of Service Function Chains (SFCs). A SFC is an ordered sequence of abstract…

Cryptography and Security · Computer Science 2017-10-11 L. Durante , L. Seno , F. Valenza , A. Valenzano

Network function (NF) developers need to provide highly available solutions with diverse packet processing features at line rate. A significant challenge in developing such functions is to build flexible software that can be adapted to…

Networking and Internet Architecture · Computer Science 2020-03-25 Matteo Pozza , Ashwin Rao , Diego Lugones , Sasu Tarkoma

Applications that fuse machine learning and simulation can benefit from the use of multiple computing resources, with, for example, simulation codes running on highly parallel supercomputers and AI training and inference tasks on…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-04 Logan Ward , J. Gregory Pauloski , Valerie Hayot-Sasson , Ryan Chard , Yadu Babuji , Ganesh Sivaraman , Sutanay Choudhury , Kyle Chard , Rajeev Thakur , Ian Foster
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