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This paper investigates current software testing systems and explores how artificial intelligence, specifically Generative AI, can be integrated to enhance these systems. It begins by examining different types of AI systems and focuses on…

软件工程 · 计算机科学 2026-03-03 Tanish Singla , Qusay H. Mahmoud

Modern engineering design platforms excel at discipline-specific tasks such as CAD, CAM, and CAE, but often lack native systems engineering frameworks. This creates a disconnect where system-level requirements and architectures are managed…

软件工程 · 计算机科学 2026-03-05 H. Sinan Bank , Daniel R. Herber

Generative AI (GenAI) is rapidly entering computer science education, yet its effects on student learning, skill development, and perceptions remain underexplored. Concerns about overreliance coexist with a gap in research on structured…

计算机与社会 · 计算机科学 2025-05-02 Ethan Dickey , Andres Bejarano , Rhianna Kuperus , Bárbara Fagundes

This research examines the emerging technique of step-around prompt engineering in GenAI research, a method that deliberately bypasses AI safety measures to expose underlying biases and vulnerabilities in GenAI models. We discuss how…

计算机与社会 · 计算机科学 2026-01-23 Don Hickerson , Mike Perkins

Scientific workflows encode valuable domain expertise and computational methodologies. Yet studies consistently show that a significant proportion of published workflows suffer from decay over time. This problem is particularly acute for…

软件工程 · 计算机科学 2025-11-26 Asif Zaman , Kallol Naha , Khalid Belhajjame , Hasan M. Jamil

Modern software teams frequently encounter delays in resolving recurring or related issues due to fragmented knowledge scattered across JIRA tickets, developer discussions, and GitHub pull requests (PRs). To address this challenge, we…

软件工程 · 计算机科学 2026-02-06 Mohammad Baqar

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering; several studies have highlighted productivity improvements. However, their impact on code quality, particularly in terms of maintainability,…

软件工程 · 计算机科学 2024-08-21 Markus Borg , Dave Hewett , Donald Graham , Noric Couderc , Emma Söderberg , Luke Church , Dave Farley

Generative artificial intelligence (GenAI) is transforming education, redefining the role of trainers and coaches in learning environments. In our study, we explore how AI integrates into the design process of learning materials, assessing…

计算机与社会 · 计算机科学 2026-03-31 Alexander Komar , Marc-André Heidelmann , Kristina Schaaff

Generative Artificial Intelligence (GenAI) models are achieving remarkable performance in various tasks, including code generation, testing, code review, and program repair. The ability to increase the level of abstraction away from writing…

This paper discusses the potential for integrating Generative Artificial Intelligence (GenAI) into professional heritage practice with the aim of enhancing the accessibility of public-facing guidance documents. We developed HAZEL, a GenAI…

人机交互 · 计算机科学 2025-10-17 Jessica Witte , Edmund Lee , Lisa Brausem , Verity Shillabeer , Chiara Bonacchi

Adoption of state-of-art Generative Artificial Intelligence (GenAI) aims to revolutionize many industrial areas by reducing the amount of human intervention needed and effort for handling complex underlying processes. Automotive software…

Traditional banks face significant challenges in digital transformation, primarily due to legacy system constraints and fragmented ownership. Recent incidents show that such fragmentation often results in superficial incident resolutions,…

软件工程 · 计算机科学 2024-11-21 Siyuan Jin , Zhendong Bei , Bichao Chen , Yong Xia

Today's gen-AI workflows that involve multiple ML model calls, tool/API calls, data retrieval, or generic code execution are often tuned manually in an ad-hoc way that is both time-consuming and error-prone. In this paper, we propose a…

机器学习 · 计算机科学 2025-02-13 Zijian He , Reyna Abhyankar , Vikranth Srivatsa , Yiying Zhang

New technologies in generative AI can enable deeper analysis into our nation's supply chains but truly informative insights require the continual updating and aggregation of massive data in a timely manner. Large Language Models (LLMs)…

The integration of generative AI tools like ChatGPT into software engineering workflows opens up new opportunities to boost productivity in tasks such as unit test engineering. However, these AI-assisted workflows can also significantly…

软件工程 · 计算机科学 2025-10-14 Baris Ardic , Quentin Le Dilavrec , Andy Zaidman

Generative AI (GenAI) is transforming industries by enabling intelligent content generation, automation, and decision-making. However, the effectiveness of GenAI applications depends significantly on efficient data storage, retrieval, and…

数据库 · 计算机科学 2025-04-14 Santosh Bhupathi

Generative artificial intelligence (GenAI) holds the potential to transform the delivery, cultivation, and evaluation of human learning. This Perspective examines the integration of GenAI as a tool for human learning, addressing its…

人机交互 · 计算机科学 2024-09-06 Lixiang Yan , Samuel Greiff , Ziwen Teuber , Dragan Gašević

Evaluating generative AI (GenAI) systems is challenging because many targets of evaluation are broad, contested concepts, such as "reasoning," "fairness," or "creativity." When these concepts are left underspecified, it becomes unclear what…

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

计算机与社会 · 计算机科学 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

Model-Based Engineering (MBE) has streamlined software development by focusing on abstraction and automation. The adoption of MBE in Maintenance and Evolution (MBM&E), however, is still limited due to poor tool support and a lack of…

软件工程 · 计算机科学 2024-07-11 Luciano Marchezan , Wesley K. G. Assunção , Edvin Herac , Alexander Egyed