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It's long been accepted that continuous integration (CI) in software engineering increases the code quality of enterprise projects when adhered to by it's practitioners. But is any of that effort to increase code quality and velocity…

Software Engineering · Computer Science 2024-02-13 Parth Sane

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

Artificial Intelligence · Computer Science 2021-02-23 Sebastian Graef , Ilche Georgievski

Software Engineering is a constantly evolving subject area that faces new challenges every day as it tries to automate newer business processes. One of the key challenges to the success of a software solution is attaining sustainability.…

Software Engineering · Computer Science 2019-10-15 Asif Imran , Tevfik Kosar

Current developments in AI made it broadly significant for reducing human labor and expenses across several essential domains, including healthcare and finance. However, the application of AI in the actual world poses multiple risks and…

Software Engineering · Computer Science 2025-07-28 Sadia Afrin Mim

Given the current transformative potential of research that sits at the intersection of Deep Learning (DL) and Software Engineering (SE), an NSF-sponsored community workshop was conducted in co-location with the 34th IEEE/ACM International…

Machine learning techniques have been widely applied in Internet companies for various tasks, acting as an essential driving force, and feature engineering has been generally recognized as a crucial tache when constructing machine learning…

Machine Learning · Computer Science 2020-03-10 Qitao Shi , Ya-Lin Zhang , Longfei Li , Xinxing Yang , Meng Li , Jun Zhou

Artificial Intelligence (AI) refers to the intelligence demonstrated by machines, and within the realm of AI, Machine Learning (ML) stands as a notable subset. ML employs algorithms that undergo training on data sets, enabling them to carry…

Software Engineering · Computer Science 2023-07-31 Talia Crawford , Scott Duong , Richard Fueston , Ayorinde Lawani , Samuel Owoade , Abel Uzoka , Reza M. Parizi , Abbas Yazdinejad

Concerns about the societal impact of AI-based services and systems has encouraged governments and other organisations around the world to propose AI policy frameworks to address fairness, accountability, transparency and related topics. To…

The rapid advancement of large language models (LLMs) is fundamentally reshaping software engineering (SE), driving a paradigm shift in both academic research and industrial practice. While top-tier SE venues continue to show sustained or…

Software Engineering · Computer Science 2025-12-18 Hang Yu , Yuzhou Lai , Li Zhang , Xiaoli Lian , Fang Liu , Yanrui Dong , Ting Zhang , Zhi Jin , David Lo

Artificial Intelligence (AI) tools such as GitHub Copilot and ChatGPT are increasingly used in software engineering (SE) for tasks such as code, test, and documentation generation. However, engineers often face uncertainty about when to…

Software Engineering · Computer Science 2026-03-24 Vahid Garousi , Zafar Jafarov , Aytan Mövsümova , Atif Namazov

Agentic Software Engineering (SE 3.0) represents a new era where intelligent agents are tasked not with simple code generation, but with achieving complex, goal-oriented SE objectives. To harness these new capabilities while ensuring…

Software Engineering · Computer Science 2025-09-24 Ahmed E. Hassan , Hao Li , Dayi Lin , Bram Adams , Tse-Hsun Chen , Yutaro Kashiwa , Dong Qiu

The field of Artificial Intelligence (AI) and, in particular, the Machine Learning area, counts on a wide range of performance metrics and benchmark data sets to assess the problem-solving effectiveness of its solutions. However, the…

Computers and Society · Computer Science 2020-08-18 Teresa Scantamburlo , Atia Cortés , Marie Schacht

The trustworthiness of AI applications has been the subject of recent research and is also addressed in the EU's recently adopted AI Regulation. The currently emerging foundation models in the field of text, speech and image processing…

The advances and availability of technologies involving Generative Artificial Intelligence (AI) are evolving clearly and explicitly, driving immediate changes in various work activities. Software Engineering (SE) is no exception and stands…

This study explores the benefits and challenges of integrating Artificial Intelligence with Agile software development methodologies, focusing on improving continuous integration and delivery. A systematic literature review and longitudinal…

Software Engineering · Computer Science 2023-05-16 Beatriz Cabrero-Daniel

Artificial intelligence (AI) has been advancing at a fast pace and it is now poised for deployment in a wide range of applications, such as autonomous systems, medical diagnosis and natural language processing. Early adoption of AI…

Machine Learning · Computer Science 2023-09-21 Marta Kwiatkowska , Xiyue Zhang

Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

Context: The software development industry is rapidly adopting machine learning for transitioning modern day software systems towards highly intelligent and self-learning systems. However, the full potential of machine learning for…

Software Engineering · Computer Science 2021-10-18 Saad Shafiq , Atif Mashkoor , Christoph Mayr-Dorn , Alexander Egyed

The advent of Foundation Models (FMs) and AI-powered copilots has transformed the landscape of software development, offering unprecedented code completion capabilities and enhancing developer productivity. However, the current task-driven…

Software Engineering · Computer Science 2024-04-17 Ahmed E. Hassan , Gustavo A. Oliva , Dayi Lin , Boyuan Chen , Zhen Ming , Jiang

Artificial intelligence and machine learning are reshaping how we approach scientific discovery, not by replacing established methods but by extending what researchers can probe, predict, and design. In this roadmap we provide a…