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Researchers, practitioners, and policymakers with an interest in AI ethics need more integrative approaches for studying and intervening in AI systems across many contexts and scales of activity. This paper presents AI value chains as an…

Computers and Society · Computer Science 2024-09-19 Blair Attard-Frost , David Gray Widder

Background: The development of AI-enabled software heavily depends on AI model documentation, such as model cards, due to different domain expertise between software engineers and model developers. From an ethical standpoint, AI model…

Software Engineering · Computer Science 2024-07-04 Haoyu Gao , Mansooreh Zahedi , Christoph Treude , Sarita Rosenstock , Marc Cheong

Explainability in AI and ML models is critical for fostering trust, ensuring accountability, and enabling informed decision making in high stakes domains. Yet this objective is often unmet in practice. This paper proposes a general purpose…

Statistical Finance · Quantitative Finance 2025-09-03 N. Jean , G. Le Pera

Scientific research organizations that are developing and deploying Artificial Intelligence (AI) systems are at the intersection of technological progress and ethical considerations. The push for Responsible AI (RAI) in such institutions…

Artificial Intelligence · Computer Science 2023-12-18 Muneera Bano , Didar Zowghi , Pip Shea , Georgina Ibarra

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 e-commerce rapidly integrates artificial intelligence for content creation and product recommendations, these technologies offer significant benefits in personalization and efficiency. AI-driven systems automate product descriptions,…

Computers and Society · Computer Science 2025-06-24 Aditi Madhusudan Jain , Ayush Jain

Model cards are the primary documentation framework for developers of artificial intelligence (AI) models to communicate critical information to their users. Those users are often developers themselves looking for relevant documentation to…

Software Engineering · Computer Science 2025-11-20 Tim Puhlfürß , Julia Butzke , Walid Maalej

We present Ethics Readiness Levels (ERLs), a four-level, iterative method to track how ethical reflection is implemented in the design of AI systems. ERLs bridge high-level ethical principles and everyday engineering by turning ethical…

Computers and Society · Computer Science 2025-12-11 Laurynas Adomaitis , Vincent Israel-Jost , Alexei Grinbaum

In this meta-ethnography, we explore three different angles of ethical artificial intelligence (AI) design implementation including the philosophical ethical viewpoint, the technical perspective, and framing through a political lens. Our…

Artificial Intelligence · Computer Science 2022-09-12 Jennafer S. Roberts , Laura N. Montoya

In the diverse array of work investigating the nature of human values from psychology, philosophy and social sciences, there is a clear consensus that values guide behaviour. More recently, a recognition that values provide a means to…

Artificial Intelligence · Computer Science 2026-02-09 Nardine Osman , Mark d'Inverno

Artificial Intelligence (AI) aims to elevate healthcare to a pinnacle by aiding clinical decision support. Overcoming the challenges related to the design of ethical AI will enable clinicians, physicians, healthcare professionals, and other…

Computers and Society · Computer Science 2023-09-27 Forhan Bin Emdad , Shuyuan Mary Ho , Benhur Ravuri , Shezin Hussain

Several high-profile events, such as the mass testing of emotion recognition systems on vulnerable sub-populations and using question answering systems to make moral judgments, have highlighted how technology will often lead to more adverse…

Artificial Intelligence · Computer Science 2022-03-22 Saif M. Mohammad

The unclear development direction of human society is a deep reason for that it is difficult to form a uniform ethical standard for human society and artificial intelligence. Since the 21st century, the latest advances in the Internet,…

Other Computer Science · Computer Science 2018-11-20 Feng Liu , Yong Shi

The integration of artificial intelligence (AI) and optimization hold substantial promise for improving the efficiency, reliability, and resilience of engineered systems. Due to the networked nature of many engineered systems, ethically…

Artificial Intelligence · Computer Science 2024-09-19 Rosemarie Santa Gonzalez , Ryan Piansky , Sue M Bae , Justin Biddle , Daniel Molzahn

Avoiding bias and understanding the real-world consequences of AI-supported decision-making are critical to address fairness and assign accountability. Existing approaches often focus either on technical aspects, such as datasets and…

Computers and Society · Computer Science 2025-11-19 Mattias Brännström , Themis Dimitra Xanthopoulou , Lili Jiang

Ethics review is a foundational mechanism of modern research governance, yet contemporary systems face increasing strain as ethical risks arise as structural consequences of large-scale, interdisciplinary scientific practice. The demand for…

Artificial Intelligence · Computer Science 2026-02-17 Yifan Ding , Yuhui Shi , Zhiyan Li , Zilong Wang , Yifeng Gao , Yajun Yang , Mengjie Yang , Yixiu Liang , Xipeng Qiu , Xuanjing Huang , Xingjun Ma , Yu-Gang Jiang , Guoyu Wang

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

As Artificial Intelligence (AI) systems become increasingly integrated into various aspects of daily life, concerns about privacy and ethical accountability are gaining prominence. This study explores stakeholder perspectives on privacy in…

Computers and Society · Computer Science 2025-03-18 Ajay Kumar Shrestha , Sandhya Joshi

As the possibilities for Artificial Intelligence (AI) have grown, so have concerns regarding its impacts on society and the environment. However, these issues are often raised separately; i.e. carbon footprint analyses of AI models…

Computers and Society · Computer Science 2025-04-02 Alexandra Sasha Luccioni , Giada Pistilli , Raesetje Sefala , Nyalleng Moorosi
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