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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

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) and robotics increasingly permeate society, ensuring the ethical behavior of these systems has become paramount. This paper contends that transparency in AI decision-making processes is fundamental to…

Computers and Society · Computer Science 2025-08-11 Ahmad Farooq , Kamran Iqbal

In this paper we focus on artificial intelligence (AI) for governance, not governance for AI, and on just one aspect of governance, namely ethics audit. Different kinds of ethical audit bots are possible, but who makes the choices and what…

Artificial Intelligence · Computer Science 2021-03-30 Siani Pearson , Martin Lloyd , Vivek Nallur

Concerns over the risks associated with advances in Artificial Intelligence have prompted calls for greater efforts toward robust and beneficial AI, including machine ethics. Recently, roboticists have responded by initiating the…

Robotics · Computer Science 2016-06-09 Dieter Vanderelst , Alan Winfield

In recent years, we have witnessed a marked development and growth in Artificial Intelligence. The growth of the data volume generated by sensors and machines, combined with the information flow resulting from the user actions on the…

Computers and Society · Computer Science 2024-12-03 Martim Veiga , Carlos J. Costa

Ethics is sometimes considered to be too abstract to be meaningfully implemented in artificial intelligence (AI). In this paper, we reflect on other aspects of computing that were previously considered to be very abstract. Yet, these are…

Artificial Intelligence · Computer Science 2021-03-30 Vivek Nallur , Martin Lloyd , Siani Pearson

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

With the powerful performance of Artificial Intelligence (AI) also comes prevalent ethical issues. Though governments and corporations have curated multiple AI ethics guidelines to curb unethical behavior of AI, the effect has been limited,…

Artificial Intelligence · Computer Science 2022-08-19 Mengyi Wei , Zhixuan Zhou

We consider two fundamental and related issues currently faced by Artificial Intelligence (AI) development: the lack of ethics and interpretability of AI decisions. Can interpretable AI decisions help to address ethics in AI? Using a…

Artificial Intelligence · Computer Science 2021-09-21 Jean-Marie John-Mathews

Artificial intelligence (AI) has rapidly transformed various sectors, including healthcare, where it holds the potential to revolutionize clinical practice and improve patient outcomes. However, its integration into medical settings brings…

Computers and Society · Computer Science 2024-12-06 Ellison B. Weiner , Irene Dankwa-Mullan , William A. Nelson , Saeed Hassanpour

Use of artificial intelligence (AI) in human contexts calls for ethical considerations for the design and development of AI-based systems. However, little knowledge currently exists on how to provide useful and tangible tools that could…

Computers and Society · Computer Science 2020-01-23 Ville Vakkuri , Kai-Kristian Kemell , Pekka Abrahamsson

Artificial intelligence (AI) is becoming increasingly widespread in system development endeavors. As AI systems affect various stakeholders due to their unique nature, the growing influence of these systems calls for ethical considerations.…

Computers and Society · Computer Science 2020-06-17 Ville Vakkuri , Kai-Kristian Kemell , Pekka Abrahamsson

Artificial intelligence (AI), although not able to currently capture the many complexities of humans, are slowly adapting to have certain capabilities of humans, many of which can revolutionize our world. AI systems, such as ChatGPT and…

Computers and Society · Computer Science 2024-03-26 Jay Nemec

Artificial Intelligence (AI) is one of the most discussed technologies today. There are many innovative applications such as the diagnosis and treatment of cancer, customer experience, new business, education, contagious diseases…

Computers and Society · Computer Science 2020-01-28 Richard Benjamins , Idoia Salazar

This paper stresses the importance of biases in the field of artificial intelligence (AI) in two regards. First, in order to foster efficient algorithmic decision-making in complex, unstable, and uncertain real-world environments, we argue…

Machine Learning · Computer Science 2023-02-15 Sarah Fabi , Thilo Hagendorff

Incorporating responsible practices into software engineering (SE) for AI is essential to ensure ethical principles, societal impact, and accountability remain at the forefront of AI system design and deployment. This study investigates the…

Software Engineering · Computer Science 2025-04-30 Lekshmi Murali Rani , Faezeh Mohammadi , Robert Feldt , Richard Berntsson Svensson

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) has emerged as a ubiquitous concept in numerous domains, including the legal system. AI has the potential to revolutionize the functioning of the judiciary and the dispensation of justice. Incorporating AI into…

Machine Learning · Computer Science 2025-04-29 Angel Mary John , Aiswarya M. U. , Jerrin Thomas Panachakel

Mainstream AI ethics, with its reliance on top-down, principle-driven frameworks, fails to account for the situated realities of diverse communities affected by AI (Artificial Intelligence). Critics have argued that AI ethics frequently…

Computers and Society · Computer Science 2025-09-23 Paula Helm , Selin Gerlek