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AI auditing is a rapidly growing field of research and practice. This review article, which doubles as an editorial to Digital Societys topical collection on Auditing of AI, provides an overview of previous work in the field. Three key…

Computers and Society · Computer Science 2024-07-10 Jakob Mokander

In recent years, Artificial Intelligence technology has excelled in various applications across all domains and fields. However, the various algorithms in neural networks make it difficult to understand the reasons behind decisions. For…

Artificial Intelligence · Computer Science 2025-05-13 Bowen Long , Enjie Liu , Renxi Qiu , Yanqing Duan

ETHICS is probably the most-cited dataset for testing the ethical capabilities of language models. Drawing on moral theory, psychology, and prompt evaluation, we interrogate the validity of the ETHICS benchmark. Adding to prior work, our…

Computers and Society · Computer Science 2024-11-27 Leif Hancox-Li , Borhane Blili-Hamelin

Artificial intelligence (AI) was initially developed as an implicit moral agent to solve simple and clearly defined tasks where all options are predictable. However, it is now part of our daily life powering cell phones, cameras, watches,…

Computers and Society · Computer Science 2020-02-11 Mohamed Akrout , Robert Steinbauer

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

Edge Intelligence (EI) integrates Edge Computing (EC) and Artificial Intelligence (AI) to push the capabilities of AI to the network edge for real-time, efficient and secure intelligent decision-making and computation. However, EI faces…

Machine Learning · Computer Science 2024-01-26 Xiaojie Wang , Beibei Wang , Yu Wu , Zhaolong Ning , Song Guo , Fei Richard Yu

An independent ethical assessment of an artificial intelligence system is an impartial examination of the system's development, deployment, and use in alignment with ethical values. System-level qualitative frameworks that describe…

Computers and Society · Computer Science 2021-08-18 Amitoj Singh , Jingshu Chen , Lihao Zhang , Amin Rasekh , Ilana Golbin , Anand Rao

Despite the importance of trust in human-AI interactions, researchers must adopt questionnaires from other disciplines that lack validation in the AI context. Motivated by the need for reliable and valid measures, we investigated the…

The proliferation of Artificial Intelligence (AI) systems exhibiting complex and seemingly agentive behaviours necessitates a critical philosophical examination of their agency, autonomy, and moral status. In this paper we undertake a…

Computers and Society · Computer Science 2026-02-03 Paul Formosa , Inês Hipólito , Thomas Montefiore

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

The present study aims to evaluate the current fuzzy landscape of Trustworthy AI (TAI) within the European Union (EU), with a specific focus on the energy sector. The analysis encompasses legal frameworks, directives, initiatives, and…

The integration of artificial intelligence (AI) in medical imaging raises crucial ethical concerns at every stage of its development, from data collection to deployment. Addressing these concerns is essential for ensuring that AI systems…

Computers and Society · Computer Science 2025-07-08 Umer Sadiq Khan , Saif Ur Rehman Khan

The debate on AI ethics largely focuses on technical improvements and stronger regulation to prevent accidents or misuse of AI, with solutions relying on holding individual actors accountable for responsible AI development. While useful and…

Artificial Intelligence · Computer Science 2019-11-11 Agnes Schim van der Loeff , Iggy Bassi , Sachin Kapila , Jevgenij Gamper

We review research at the National Physical Laboratory (NPL) in the area of trustworthy artificial intelligence (TAI), and more specifically trustworthy machine learning (TML), in the context of metrology, the science of measurement. We…

Machine Learning · Computer Science 2024-06-17 Tameem Adel , Sam Bilson , Mark Levene , Andrew Thompson

Trustworthy Artificial Intelligence (TAI) is gaining traction due to regulations and functional benefits. While Functional TAI (FTAI) focuses on how to implement trustworthy systems, Normative TAI (NTAI) focuses on regulations that need to…

Artificial Intelligence · Computer Science 2025-12-25 Daan Di Scala , Sophie Lathouwers , Michael van Bekkum

Although artificial intelligence (AI) shows growing promise for mental health care, current approaches to evaluating AI tools in this domain remain fragmented and poorly aligned with clinical practice, social context, and first-hand user…

Appropriate Trust in Artificial Intelligence (AI) systems has rapidly become an important area of focus for both researchers and practitioners. Various approaches have been used to achieve it, such as confidence scores, explanations,…

Human-Computer Interaction · Computer Science 2023-11-14 Siddharth Mehrotra , Chadha Degachi , Oleksandra Vereschak , Catholijn M. Jonker , Myrthe L. Tielman

The article analyzes the impact of artificial intelligence (AI) on contemporary society and the importance of adopting an ethical approach to its development and implementation within organizations. It examines the critical perspective of…

Computers and Society · Computer Science 2024-05-02 Ernesto Giralt Hernández

Numerous toolkits have been developed to support ethical AI development. However, toolkits, like all tools, encode assumptions in their design about what work should be done and how. In this paper, we conduct a qualitative analysis of 27 AI…

Computers and Society · Computer Science 2023-01-24 Richmond Y. Wong , Michael A. Madaio , Nick Merrill

The integration of artificial intelligence (AI) in educational measurement has revolutionized assessment methods, enabling automated scoring, rapid content analysis, and personalized feedback through machine learning and natural language…