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相关论文: SEAByTE: A Self-adaptive Micro-service System Arti…

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Adapting foundation models to new clinical sites remains challenging in practice. Domain shift and scarce annotations must be handled by experts, yet many clinical groups do not have ready access to skilled AI engineers to tune adapter…

机器学习 · 计算机科学 2026-03-09 Son Thai Ly , Hien V. Nguyen

Context: The rise of Artificial Intelligence (AI) in software engineering has led to the development of AI-powered test automation tools, promising improved efficiency, reduced maintenance effort, and enhanced defect-detection. However, a…

Self-adaptive software systems (SASS) are equipped with feedback loops to adapt autonomously to changes of the software or environment. In established fields, such as embedded software, sophisticated approaches have been developed to…

软件工程 · 计算机科学 2018-05-22 Joachim Hänsel , Thomas Vogel , Holger Giese

The recent development on large language models makes automatically constructing small programs possible. It thus has the potential to free software engineers from low-level coding and allow us to focus on the perhaps more interesting parts…

软件工程 · 计算机科学 2024-01-03 Simiao Zhang , Jiaping Wang , Guoliang Dong , Jun Sun , Yueling Zhang , Geguang Pu

This paper introduces TestIt, an open-source Python package designed to automate full-system integration testing using a Software-Based Self-Test (SBST) approach. By dynamically generating test vectors and golden references, TestIt…

Metamorphic testing seeks to verify software in the absence of test oracles. Our application domain is ocean system modeling, where test oracles rarely exist, but where symmetries of the simulated physical systems are known. The input data…

软件工程 · 计算机科学 2021-03-18 Dilip Jagadeeshwarswamy Hiremath , Martin Claus , Wilhelm Hasselbring , Willi Rath

Large scale applications are increasingly built by composing sets of microservices. In this model the functionality for a single application might be split across 100s or 1000s of microservices. Resource provisioning for these applications…

分布式、并行与集群计算 · 计算机科学 2017-11-03 Michael Alan Chang , Aurojit Panda , Yuan-Cheng Tsai , Hantao Wang , Scott Shenker

Microservices architecture has started a new trend for application development for a number of reasons: (1) to reduce complexity by using tiny services; (2) to scale, remove and deploy parts of the system easily; (3) to improve flexibility…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Marcelo Amaral , Jordà Polo , David Carrera , Iqbal Mohomed , Merve Unuvar , Malgorzata Steinder

Building on concepts drawn from control theory, self-adaptive software handles environmental and internal uncertainties by dynamically adjusting its architecture and parameters in response to events such as workload changes and component…

软件工程 · 计算机科学 2018-11-26 Radu Calinescu , Danny Weyns , Simos Gerasimou , M. Usman Iftikhar , Ibrahim Habli , Tim Kelly

Microscopy, in particular scanning probe and electron microscopy, has been pivotal in improving our understanding of structure-function relationships at the nanoscale and is by now ubiquitous in most research characterization labs and…

We propose an approach to the definition of microservices with an Answer Set Programming (ASP) `core', where microservices are a successful abstraction for designing distributed applications as suites of independently deployable interacting…

人工智能 · 计算机科学 2020-09-23 Stefania Costantini , Lorenzo De Lauretis

With the intensified use of intelligent things, the demands on the technological systems are increasing permanently. A possible approach to meet the continuously changing challenges is to shift the system integration from design to run-time…

人工智能 · 计算机科学 2018-08-13 Andreas Niederquell

Randomized experiments, or A/B testing, are the gold standard for evaluating interventions, yet they remain underutilized in inventory management. This study addresses this gap by analyzing A/B testing strategies in multi-item, multi-period…

统计方法学 · 统计学 2026-02-03 Xinqi Chen , Xingyu Bai , Zeyu Zheng , Nian Si

While microservices are revolutionizing cloud computing by offering unparalleled scalability and independent deployment, their decentralized nature poses significant security and management challenges that can threaten system stability. We…

Self-adjusting computation offers a language-based approach to writing programs that automatically respond to dynamically changing data. Recent work made significant progress in developing sound semantics and associated implementations of…

编程语言 · 计算机科学 2011-08-17 Matthew A. Hammer , Georg Neis , Yan Chen , Umut A. Acar

During the last few decades, online controlled experiments (also known as A/B tests) have been adopted as a golden standard for measuring business improvements in industry. In our company, there are more than a billion users participating…

应用统计 · 统计学 2021-08-06 Tao Xiong , Yihan Bao , Penglei Zhao , Yong Wang

Prediction-oriented machine learning is becoming increasingly valuable to organizations, as it may drive applications in crucial business areas. However, decision-makers from companies across various industries are still largely reluctant…

软件工程 · 计算机科学 2023-06-22 Giacomo Welsch , Peter Kowalczyk

Microservice system solutions are driving digital transformation; however, fundamental tools and system perspectives are missing to better observe, understand, and manage these systems, their properties, and their dependencies.…

软件工程 · 计算机科学 2022-07-26 Tomas Cerny , Amr S. Abdelfattah , Vincent Bushong , Abdullah Al Maruf , Davide Taibi

We continuously interact with computerized systems to achieve goals and perform tasks in our personal and professional lives. Therefore, the ability to program such systems is a skill needed by everyone. Consequently, computational thinking…

AI has the potential to improve approaches to talent management enabling dynamic provisions through implementing advanced automation. This study aims to identify the new requirements for developing AI-oriented artifacts to address talent…

人工智能 · 计算机科学 2022-07-26 Ali Faqihi , Shah J Miah