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We find ourselves surrounded by a rapidly increasing number of autonomous and semi-autonomous systems. Two grand challenges arise from this development: Machine Ethics and Machine Explainability. Machine Ethics, on the one hand, is…

Artificial Intelligence · Computer Science 2019-01-04 Kevin Baum , Holger Hermanns , Timo Speith

In order to construct an ethical artificial intelligence (AI) two complex problems must be overcome. Firstly, humans do not consistently agree on what is or is not ethical. Second, contemporary AI and machine learning methods tend to be…

Artificial Intelligence · Computer Science 2024-04-30 Michael Timothy Bennett , Yoshihiro Maruyama

One of the main challenges in the area of Neuro-Symbolic AI is to perform logical reasoning in the presence of both neural and symbolic data. This requires combining heterogeneous data sources such as knowledge graphs, neural model…

Artificial Intelligence · Computer Science 2024-03-06 Matthias Lanzinger , Stefano Sferrazza , Przemysław A. Wałęga , Georg Gottlob

Large language model (LLM)-based AI agents are increasingly capable of complex clinical reasoning and may soon participate in medical decision-making with limited or no real-time human oversight. This shift raises fundamental questions…

Computers and Society · Computer Science 2026-03-17 Tom Bisson , Henriette Voelker , Sanddhya Jayabalan , A John Iafrate , Jakob N Kather , Jochen K Lennerz

Increasing interest in ensuring the safety of next-generation Artificial Intelligence (AI) systems calls for novel approaches to embedding morality into autonomous agents. This goal differs qualitatively from traditional task-specific AI…

Artificial Intelligence · Computer Science 2025-01-17 Elizaveta Tennant , Stephen Hailes , Mirco Musolesi

Artificial Intelligence (AI) is transforming sectors such as healthcare, finance, and autonomous systems, offering powerful tools for innovation. Yet its rapid integration raises urgent ethical concerns related to data ownership, privacy,…

Artificial Intelligence · Computer Science 2025-06-03 Aasish Kumar Sharma , Dimitar Kyosev , Julian Kunkel

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

In the last five years, private companies, research institutions as well as public sector organisations have issued principles and guidelines for ethical AI, yet there is debate about both what constitutes "ethical AI" and which ethical…

Computers and Society · Computer Science 2019-09-04 Anna Jobin , Marcello Ienca , Effy Vayena

An assurance case is a structured argument, typically produced by safety engineers, to communicate confidence that a critical or complex system, such as an aircraft, will be acceptably safe within its intended context. Assurance cases often…

Computers and Society · Computer Science 2023-06-07 Zoe Porter , Ibrahim Habli , John McDermid , Marten Kaas

The integration of artificial intelligence (AI) into the industrial sector has not only driven innovation but also expanded the ethical landscape, necessitating a reevaluation of principles governing technology and its applications and…

Computers and Society · Computer Science 2026-01-15 Ruomu Tan , Martin W Hoffmann

AI ethics is an emerging field with multiple, competing narratives about how to best solve the problem of building human values into machines. Two major approaches are focused on bias and compliance, respectively. But neither of these ideas…

Artificial Intelligence · Computer Science 2023-02-24 Thomas Krendl Gilbert , Megan Welle Brozek , Andrew Brozek

Artificial Intelligence (AI) technology epitomizes the complex challenges posed by human-made artifacts, particularly those widely integrated into society and exerting significant influence, highlighting potential benefits and their…

Artificial Intelligence · Computer Science 2025-10-06 Michael Papademas , Xenia Ziouvelou , Antonis Troumpoukis , Vangelis Karkaletsis

AI is transforming the existing technology landscape at a rapid phase enabling data-informed decision making and autonomous decision making. Unlike any other technology, because of the decision-making ability of AI, ethics and governance…

Computers and Society · Computer Science 2022-10-18 Mahendra Samarawickrama

The rapid progress in Large Language Models (LLMs) could transform many fields, but their fast development creates significant challenges for oversight, ethical creation, and building user trust. This comprehensive review looks at key trust…

Computers and Society · Computer Science 2024-07-22 Md Meftahul Ferdaus , Mahdi Abdelguerfi , Elias Ioup , Kendall N. Niles , Ken Pathak , Steven Sloan

Artificial Intelligence (AI) is poised to transform healthcare delivery through revolutionary advances in clinical decision support and diagnostic capabilities. While human expertise remains foundational to medical practice, AI-powered…

This article offers several contributions to the interdisciplinary project of responsible research and innovation in data science and AI. First, it provides a critical analysis of current efforts to establish practical mechanisms for…

Computers and Society · Computer Science 2021-10-12 Christopher Burr , David Leslie

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

As artificial intelligence (AI) systems become increasingly ubiquitous, the topic of AI governance for ethical decision-making by AI has captured public imagination. Within the AI research community, this topic remains less familiar to many…

Artificial Intelligence · Computer Science 2018-12-10 Han Yu , Zhiqi Shen , Chunyan Miao , Cyril Leung , Victor R. Lesser , Qiang Yang

The use of assistive robots in domestic environments can raise significant ethical concerns, from the risk of individual ethical harm to wider societal ethical impacts including culture flattening and compromise of human dignity. It is…

Robotics · Computer Science 2024-06-14 Catherine Menon , Austen Rainer , Patrick Holthaus , Gabriella Lakatos , Silvio Carta

The integration of Large Language Models (LLMs) in social robotics presents a unique set of ethical challenges and social impacts. This research is set out to identify ethical considerations that arise in the design and development of these…

Robotics · Computer Science 2024-06-13 Alva Markelius