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Context: Software engineering researchers and practitioners rely on empirical evidence from the field. Thus, education of software engineers must include strong and applied education in empirical research methods. For most students, the…

Software Engineering · Computer Science 2021-02-16 Eric Knauss

Modern science is relying on software more than ever. The behavior and outcomes of this software shape the scientific and public discourse on important topics like climate change, economic growth, or the spread of infections. Most…

Software Engineering · Computer Science 2025-01-09 Adrian Bajraktari , Michelle Binder , Andreas Vogelsang

Sequential decision making under uncertainty is central to many Process Systems Engineering (PSE) challenges, where traditional methods often face limitations related to controlling and optimizing complex and stochastic systems.…

Systems and Control · Electrical Eng. & Systems 2025-10-29 Maximilian Bloor , Max Mowbray , Ehecatl Antonio Del Rio Chanona , Calvin Tsay

Machine learning (ML) is used increasingly in real-world applications. In this paper, we describe our ongoing endeavor to define characteristics and challenges unique to Requirements Engineering (RE) for ML-based systems. As a first step,…

Machine Learning · Computer Science 2019-08-14 Andreas Vogelsang , Markus Borg

The rapid scaling of deep neural networks and large language models has collapsed the once-clear divide between "research" and "engineering" in AI organizations. Drawing on a qualitative synthesis of public job descriptions, hiring…

Computers and Society · Computer Science 2026-01-13 Deepak Babu Piskala

There is a growing demand for software engineering education (SEE) for professionals because of the increasing demand, active evolution of the technological landscape, and changes in the skills required by the practice. Integrating…

Software Engineering · Computer Science 2026-03-11 Oleksandr Kosenkov , Konstantin Blaschke , Tony Gorschek , Michael Unterkalmsteiner , Oleksandr Adamov , Davide Fucci

Software engineers are responsible for developing, maintaining, and innovating software. To hire software engineers, organizations employ a tech hiring pipeline. This process typically consists of a series of steps to evaluate the extent to…

Software Engineering · Computer Science 2025-04-10 Chris Brown , Swanand Vaishampayan

The heterogeneity in the organization of software engineering (SE) research historically exists, i.e., funded research model and hands-on model, which makes software engineering become a thriving interdisciplinary field in the last 50…

Software Engineering · Computer Science 2026-02-04 Yang Yue , Zheng Jiang , Yi Wang

Existing prompt-optimization techniques rely on local signals to update behavior, often neglecting broader and recurring patterns across tasks, leading to poor generalization; they further rely on full-prompt rewrites or unstructured…

Software Engineering · Computer Science 2026-03-24 Balaji Dinesh Gangireddi , Aniketh Garikaparthi , Manasi Patwardhan , Arman Cohan

Search-Based Software Engineering (SBSE) is a promising paradigm that exploits the computational search to optimize different processes when engineering complex software systems. Self-adaptive system (SAS) is one category of such complex…

Software Engineering · Computer Science 2020-08-18 Tao Chen , Miqing Li , Ke Li , Kalyanmoy Deb

The rapid advancement of large language models (LLMs) has redefined artificial intelligence (AI), pushing the boundaries of AI research and enabling unbounded possibilities for both academia and the industry. However, LLM development faces…

Software Engineering · Computer Science 2025-07-01 Hongzhou Rao , Yanjie Zhao , Xinyi Hou , Shenao Wang , Haoyu Wang

Most university curricula consider software processes to be on the fringes of software engineering (SE). Students are told there exists a plethora of software processes ranging from RUP over V-shaped processes to agile methods. Furthermore,…

Software Engineering · Computer Science 2013-12-19 Marco Kuhrmann , Daniel Méndez Fernández , Jürgen Münch

As research increasingly relies on computational methods, the reliability of scientific results depends on the quality, reproducibility, and transparency of research software. Ensuring these qualities is critical for scientific integrity…

Software Engineering · Computer Science 2025-10-14 Evan Eisinger , Michael A. Heroux

A career is a crucial aspect for any person to fulfill their desires through hard work. During their studies, students cannot find the best career suggestions unless they receive meaningful guidance tailored to their skills. Therefore, we…

Artificial Intelligence · Computer Science 2024-05-29 Sakir Hossain Faruque , Sharun Akter Khushbu , Sharmin Akter

Context: Evidence-based software engineering (EBSE) can be an effective resource to bridge the gap between academia and industry by balancing research of practical relevance and academic rigor. To achieve this, it seems necessary to…

Software Engineering · Computer Science 2022-02-08 Sebastián Pizard , Diego Vallespir , Barbara Kitchenham

This position paper describes the Parsl open source research software project and its various phases over seven years. It defines four types of research software engineers (RSEs) who have been important to the project in those phases; we…

Software Engineering · Computer Science 2023-07-24 Daniel S. Katz , Ben Clifford , Yadu Babuji , Kevin Hunter Kesling , Anna Woodard , Kyle Chard

Search Based Software Engineering (SBSE) is an emerging discipline that focuses on the application of search-based optimization techniques to software engineering problems. The capacity of SBSE techniques to tackle problems involving large…

Software Engineering · Computer Science 2014-06-12 Roberto E. Lopez-Herrejon , Javier Ferrer , Francisco Chicano , Lukas Linsbauer , Alexander Egyed , Enrique Alba

Context: Software practitioners are a primary provider of information for field studies in software engineering. Research typically recruits practitioners through some kind of sampling. But sampling may not in itself recruit credible…

Software Engineering · Computer Science 2021-12-30 Austen Rainer , Claes Wohlin

Software Engineering as an industry is highly diverse in terms of development methods and practices. Practitioners employ a myriad of methods and tend to further tailor them by e.g. omitting some practices or rules. This diversity in…

Software Engineering · Computer Science 2018-09-25 Kai-Kristian Kemell , Anh Nguyen-Duc , Xiaofeng Wang , Juhanki Risku , Pekka Abrahamsson

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