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To facilitate the widespread acceptance of AI systems guiding decision-making in real-world applications, it is key that solutions comprise trustworthy, integrated human-AI systems. Not only in safety-critical applications such as…

Artificial Intelligence · Computer Science 2020-01-16 Florian Buettner , John Piorkowski , Ian McCulloh , Ulli Waltinger

The latest advancements in machine learning, specifically in foundation models, are revolutionizing the frontiers of existing software engineering (SE) processes. This is a bi-directional phenomona, where 1) software systems are now…

Software Engineering · Computer Science 2024-06-27 Luís Cruz , Xavier Franch Gutierrez , Silverio Martínez-Fernández

In this perspective, we argue that despite the democratization of powerful tools for data science and machine learning over the last decade, developing the code for a trustworthy and effective data science system (DSS) is getting harder.…

Large Language Models (LLMs) have become instrumental in advancing software engineering (SE) tasks, showcasing their efficacy in code understanding and beyond. Like traditional SE tools, open-source collaboration is key in realising the…

Software Engineering · Computer Science 2024-04-10 Zhihao Lin , Wei Ma , Tao Lin , Yaowen Zheng , Jingquan Ge , Jun Wang , Jacques Klein , Tegawende Bissyande , Yang Liu , Li Li

AI-empowered tools have emerged as a transformative force, fundamentally reshaping the software development industry and promising far-reaching impacts across diverse sectors. This study investigates the adoption, impact, and security…

Software Engineering · Computer Science 2024-11-22 Shidong Pan , Litian Wang , Tianyi Zhang , Zhenchang Xing , Yanjie Zhao , Qinghua Lu , Xiaoyu Sun

As the deployment of artificial intelligence (AI) is changing many fields and industries, there are concerns about AI systems making decisions and recommendations without adequately considering various ethical aspects, such as…

Computers and Society · Computer Science 2023-10-02 Conrad Sanderson , Qinghua Lu , David Douglas , Xiwei Xu , Liming Zhu , Jon Whittle

The emergence of Large Code Models (LCMs) has transformed software engineering (SE) automation, driving significant advancements in tasks such as code generation, source code documentation, code review, and bug fixing. However, these…

Software Engineering · Computer Science 2025-05-06 Antonio Mastropaolo , Denys Poshyvanyk

Serious games are widely used for learning and training across domains such as healthcare, defense, and education. Persistent challenges remain, however, including static scenario design, authoring bottlenecks, limited learner modeling, and…

Artificial Intelligence · Computer Science 2026-05-22 Priyamvada Tripathi , Bill Kapralos

Software engineering increasingly involves making high-stakes decisions under uncertainty, using signals from code, field data, and socio-technical processes. Recent AI-driven support (e.g., anomaly detection, predictive analytics, AIOps,…

Software Engineering · Computer Science 2026-05-05 Roberto Pietrantuono , Luca Giamattei , Stefano Russo , Julien Siebert , Neil Walkinshaw

As modern software systems expand in scale and complexity, the challenges associated with their modeling and formulation grow increasingly intricate. Traditional approaches often fall short in effectively addressing these complexities,…

Software Engineering · Computer Science 2025-05-20 Tarik Houichime , Younes El Amrani

The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi

The growing number of students enrolling in Computer Science (CS) programmes is pushing CS educators to their limits. This poses significant challenges to computing education, particularly the teaching of introductory programming and…

Software Engineering · Computer Science 2024-12-19 Zhiyu Fan , Yannic Noller , Ashish Dandekar , Abhik Roychoudhury

The application of artificial intelligence (AI) has brought key shifts in conventional tactical software development, including code generation, testing and debugging, and deployment. Waterfall and Agile development approaches, which have…

Software Engineering · Computer Science 2025-02-27 Bhanuprakash Madupati

The number and importance of AI-based systems in all domains is growing. With the pervasive use and the dependence on AI-based systems, the quality of these systems becomes essential for their practical usage. However, quality assurance for…

Software Engineering · Computer Science 2023-08-02 Michael Felderer , Rudolf Ramler

Computer science (CS) education needs to evolve to support software and artificial intelligence (AI) systems engineering, and it needs to happen now -- precisely because the core intellectual contributions of CS have never been more…

Software Engineering · Computer Science 2026-05-01 Chandra N. Sekharan , George K. Thiruvathukal

Artificial intelligence (AI) technologies have dramatically advanced in recent years, resulting in revolutionary changes in people's lives. Empowered by edge computing, AI workloads are migrating from centralized cloud architectures to…

Hardware Architecture · Computer Science 2021-03-31 Cong Hao , Jordan Dotzel , Jinjun Xiong , Luca Benini , Zhiru Zhang , Deming Chen

Responsible design of AI systems is a shared goal across HCI and AI communities. Responsible AI (RAI) tools have been developed to support practitioners to identify, assess, and mitigate ethical issues during AI development. These tools…

Human-Computer Interaction · Computer Science 2024-02-01 Glen Berman , Nitesh Goyal , Michael Madaio

This article is an attempt to combine different ways of working with sets of objects and their classes for designing and development of artificial intelligent systems (AIS) of analysis information, using object-oriented programming (OOP).…

Artificial Intelligence · Computer Science 2020-02-24 D. O. Terletskyi , O. I. Provotar

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

AI systems, in particular with deep learning techniques, have demonstrated superior performance for various real-world applications. Given the need for tailored optimization in specific scenarios, as well as the concerns related to the…

Artificial Intelligence · Computer Science 2024-11-12 Zhiyu Zhu , Zhibo Jin , Hongsheng Hu , Minhui Xue , Ruoxi Sun , Seyit Camtepe , Praveen Gauravaram , Huaming Chen