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Web applications underpin much of modern digital life, yet building scalable and consistent cloud applications remains difficult, requiring expertise across cloud computing, distributed systems, databases, and software engineering. These…

Databases · Computer Science 2025-12-22 Kyriakos Psarakis

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

Serverless computing has emerged as a very popular cloud technology, together with its companion Function-as-a-Service (FaaS) programming model enabling invocations of stateless functions from clients. An evolution of serverless is now…

Networking and Internet Architecture · Computer Science 2022-08-29 Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella

Several popular best-practice manifestos for IT design and architecture use terms like `stateful', `stateless', `shared nothing', etc, and describe `fact based' or `functional' descriptions of causal evolution to describe computer…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-23 Mark Burgess

Developing stateful cloud applications, such as low-latency workflows and microservices with strict consistency requirements, remains arduous for programmers. The Stateful Functions-as-a-Service (SFaaS) paradigm aims to serve these use…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Kyriakos Psarakis , George Christodoulou , George Siachamis , Marios Fragkoulis , Asterios Katsifodimos

In the world of Big Data analytics, there is a series of tools aiming at simplifying programming applications to be executed on clusters. Although each tool claims to provide better programming, data and execution models, for which only…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-06-17 Claudia Misale , Maurizio Drocco , Marco Aldinucci , Guy Tremblay

Early programming languages for software-defined networking (SDN) were built on top of the simple match-action paradigm offered by OpenFlow 1.0. However, emerging hardware and software switches offer much more sophisticated support for…

Networking and Internet Architecture · Computer Science 2016-07-06 Mina Tahmasbi Arashloo , Yaron Koral , Michael Greenberg , Jennifer Rexford , David Walker

Distributed computing remains inaccessible to a large number of users, in spite of many open source platforms and extensive commercial offerings. While distributed computation frameworks have moved beyond a simple map-reduce model, many…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-09 Eric Jonas , Qifan Pu , Shivaram Venkataraman , Ion Stoica , Benjamin Recht

Cloud-enabled large-scale distributed systems orchestrate resources and services from various providers in order to deliver high-quality software solutions to the end users. The space and structure created by such technological advancements…

Software Engineering · Computer Science 2018-08-14 Andreea Buga , Sorana Tania Nemes , Atif Mashkoor

The development of Cloud-Edge-IoT applications requires robust programming models. Existing models often struggle to manage the dynamic and stateful nature of these applications effectively. This paper introduces the Collaborative State…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-30 Marlon Etheredge , Thomas Fahringer , Felix Erlacher , Elias Kohler , Stefan Pedratscher , Juan Aznar-Poveda , Nishant Saurabh , Adrien Lebre

Edge computing is an emerging paradigm to enable low-latency applications, like mobile augmented reality, because it takes the computation on processing devices that are closer to the users. On the other hand, the need for highly scalable…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-21 Claudio Cicconetti , Marco Conti , Andrea Passarella

The proliferation of sensors over the last years has generated large amounts of raw data, forming data streams that need to be processed. In many cases, cloud resources are used for such processing, exploiting their flexibility, but these…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-01 Rafael Tolosana-Calasanz , José Ángel Bañares , José-Manuel Colom

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

The growing availability of distributed and cloud computing frameworks make it possible to face complex computational problems in a more effective and convenient way. A notable example is state-space exploration of discrete-event systems…

Software Engineering · Computer Science 2012-04-02 Carlo Bellettini , Matteo Camilli , Lorenzo Capra , Mattia Monga

It is a notable trend to use Large Language Models (LLMs) to tackle complex tasks, e.g., tasks that require a sequence of actions and dynamic interaction with tools and external environments. In this paper, we propose StateFlow, a novel…

Computation and Language · Computer Science 2024-09-17 Yiran Wu , Tianwei Yue , Shaokun Zhang , Chi Wang , Qingyun Wu

An effective packet processing abstraction that leverages software or hardware acceleration techniques can simplify the implementation of high-performance virtual network functions. In this paper, we explore the suitability of SDN switches'…

Networking and Internet Architecture · Computer Science 2016-11-10 Luca Petrucci , Nicola Bonelli , Marco Bonola , Gregorio Procissi , Carmelo Cascone , Davide Sanvito , Salvatore Pontarelli , Giuseppe Bianchi , Roberto Bifulco

Serverless computing has redefined cloud application deployment by abstracting infrastructure and enabling on-demand, event-driven execution, thereby enhancing developer agility and scalability. However, maintaining consistent application…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-01 Chanh Nguyen , Erik Elmroth , Monowar Bhuyan

Compound AI systems, orchestrating multiple AI components and external APIs, are increasingly vital but face challenges in managing complexity, handling ambiguity, and enabling effective development workflows. Existing frameworks often…

Artificial Intelligence · Computer Science 2025-04-08 Helena Zhang , Jakobi Haskell , Yosef Frost

Failure transparency enables users to reason about distributed systems at a higher level of abstraction, where complex failure-handling logic is hidden. This is especially true for stateful dataflow systems, which are the backbone of many…

Programming Languages · Computer Science 2024-10-21 Aleksey Veresov , Jonas Spenger , Paris Carbone , Philipp Haller

Advances in networks, accelerators, and cloud services encourage programmers to reconsider where to compute -- such as when fast networks make it cost-effective to compute on remote accelerators despite added latency. Workflow and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-31 J. Gregory Pauloski , Valerie Hayot-Sasson , Logan Ward , Nathaniel Hudson , Charlie Sabino , Matt Baughman , Kyle Chard , Ian Foster
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