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In an era characterized by the pervasive integration of artificial intelligence into decision-making processes across diverse industries, the demand for trust has never been more pronounced. This thesis embarks on a comprehensive…

Machine Learning · Statistics 2024-01-18 Alessandro Castelnovo

The past decade has observed a significant advancement in AI with deep learning-based models being deployed in diverse scenarios, including safety-critical applications. As these AI systems become deeply embedded in our societal…

Computers and Society · Computer Science 2025-11-06 Dave Mbiazi , Meghana Bhange , Maryam Babaei , Ivaxi Sheth , Patrik Kenfack , Samira Ebrahimi Kahou

Ethics in AI has become a debated topic of public and expert discourse in recent years. But what do people who build AI - AI practitioners - have to say about their understanding of AI ethics and the challenges associated with incorporating…

Computers and Society · Computer Science 2023-07-20 Aastha Pant , Rashina Hoda , Simone V. Spiegler , Chakkrit Tantithamthavorn , Burak Turhan

Legislation and public sentiment throughout the world have promoted fairness metrics, explainability, and interpretability as prescriptions for the responsible development of ethical artificial intelligence systems. Despite the importance…

Artificial Intelligence · Computer Science 2022-03-08 Erick Galinkin

As AI systems increasingly permeate everyday life, designers and developers face mounting pressure to balance innovation with ethical design choices. To date, the operationalisation of AI ethics has predominantly depended on frameworks that…

Human-Computer Interaction · Computer Science 2025-09-18 Benjamin J. Carroll , Jianlong Zhou , Paul F. Burke , Sabine Ammon

We review practical challenges in building and deploying ethical AI at the scale of contemporary industrial and societal uses. Apart from the purely technical concerns that are the usual focus of academic research, the operational…

Machine Learning · Computer Science 2021-08-16 Jiahao Chen , Victor Storchan , Eren Kurshan

Test automation is common in software development; often one tests repeatedly to identify regressions. If the amount of test cases is large, one may select a subset and only use the most important test cases. The regression test selection…

Software Engineering · Computer Science 2021-07-01 Per Erik Strandberg , Mirgita Frasheri , Eduard Paul Enoiu

The remarkable achievements of Artificial Intelligence (AI) algorithms, particularly in Machine Learning (ML) and Deep Learning (DL), have fueled their extensive deployment across multiple sectors, including Software Engineering (SE).…

Software Engineering · Computer Science 2025-02-06 Sicong Cao , Xiaobing Sun , Ratnadira Widyasari , David Lo , Xiaoxue Wu , Lili Bo , Jiale Zhang , Bin Li , Wei Liu , Di Wu , Yixin Chen

[Context] Engineering Artificial Intelligence (AI) software is a relatively new area with many challenges, unknowns, and limited proven best practices. Big companies such as Google, Microsoft, and Apple have provided a suite of recent…

Software Engineering · Computer Science 2023-01-26 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Muneera Bano , John Grundy

This white paper underscores the critical importance of responsibly deploying Artificial Intelligence (AI) in military contexts, emphasizing a commitment to ethical and legal standards. The evolving role of AI in the military goes beyond…

Computers and Society · Computer Science 2025-02-06 Mathias Anneken , Nadia Burkart , Fabian Jeschke , Achim Kuwertz-Wolf , Almuth Mueller , Arne Schumann , Michael Teutsch

This paper grounds ethics in evolutionary biology, viewing moral norms as adaptive mechanisms that render cooperation fitness-viable under selection pressure. Current alignment approaches add ethics post hoc, treating it as an external…

Computers and Society · Computer Science 2025-10-17 Dylan Waldner

As the range of potential uses for Artificial Intelligence (AI), in particular machine learning (ML), has increased, so has awareness of the associated ethical issues. This increased awareness has led to the realisation that existing…

Computers and Society · Computer Science 2021-02-19 Jessica Morley , Anat Elhalal , Francesca Garcia , Libby Kinsey , Jakob Mokander , Luciano Floridi

The past years have presented a surge in (AI) development, fueled by breakthroughs in deep learning, increased computational power, and substantial investments in the field. Given the generative capabilities of more recent AI systems, the…

There appears to be a common agreement that ethical concerns are of high importance when it comes to systems equipped with some sort of Artificial Intelligence (AI). Demands for ethical AI are declared from all directions. As a response, in…

Computers and Society · Computer Science 2021-02-01 Ville Vakkuri , Marianna Jantunen , Erika Halme , Kai-Kristian Kemell , Anh Nguyen-Duc , Tommi Mikkonen , Pekka Abrahamsson

As artificial intelligence (AI) systems permeate critical sectors, the need for professionals who can address ethical, legal and governance challenges has become urgent. Current AI ethics education remains fragmented, often siloed by…

Computers and Society · Computer Science 2025-09-17 Raphaël Weuts , Johannes Bleher , Hannah Bleher , Rozanne Tuesday Flores , Guo Xuanyang , Paweł Pujszo , Zsolt Almási

Context:Today, ethical issues surrounding AI systems are increasingly prevalent, highlighting the critical need to integrate AI ethics into system design to prevent societal harm. Raising awareness and fostering a deep understanding of AI…

Software Engineering · Computer Science 2024-09-05 Aastha Pant , Rashina Hoda , Paul McIntosh

Many sets of ethics principles for responsible AI have been proposed to allay concerns about misuse and abuse of AI/ML systems. The underlying aspects of such sets of principles include privacy, accuracy, fairness, robustness,…

Computers and Society · Computer Science 2024-09-09 Conrad Sanderson , David Douglas , Qinghua Lu

Artificial Intelligence (AI) has paved the way for revolutionary decision-making processes, which if harnessed appropriately, can contribute to advancements in various sectors, from healthcare to economics. However, its black box nature…

Background: Requirements changes (RCs) are inevitable in Software Engineering. Research shows that emotional intelligence (EI) should be used alongside agility and cognitive intelligence during RC handling. Objective: We wanted to study the…

Software Engineering · Computer Science 2022-06-24 Kashumi Madampe , Rashina Hoda , John Grundy

While the increased use of AI in the manufacturing sector has been widely noted, there is little understanding on the risks that it may raise in a manufacturing organisation. Although various high level frameworks and definitions have been…

Artificial Intelligence · Computer Science 2025-12-17 Alexandra Brintrup , George Baryannis , Ashutosh Tiwari , Svetan Ratchev , Giovanna Martinez-Arellano , Jatinder Singh