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The rapid development of Artificial Intelligence (AI) technology has enabled the deployment of various systems based on it. However, many current AI systems are found vulnerable to imperceptible attacks, biased against underrepresented…

Artificial Intelligence · Computer Science 2022-05-27 Bo Li , Peng Qi , Bo Liu , Shuai Di , Jingen Liu , Jiquan Pei , Jinfeng Yi , Bowen Zhou

Complying with the EU AI Act (AIA) guidelines while developing and implementing AI systems will soon be mandatory within the EU. However, practitioners lack actionable instructions to operationalise ethics during AI systems development. A…

Computers and Society · Computer Science 2024-01-08 Krishna Ronanki , Beatriz Cabrero-Daniel , Jennifer Horkoff , Christian Berger

Artificial intelligence (AI) systems have become increasingly popular in many areas. Nevertheless, AI technologies are still in their developing stages, and many issues need to be addressed. Among those, the reliability of AI systems needs…

Software Engineering · Computer Science 2021-11-11 Yili Hong , Jiayi Lian , Li Xu , Jie Min , Yueyao Wang , Laura J. Freeman , Xinwei Deng

The adoption of human oversight measures makes it possible to regulate, to varying degrees and in different ways, the decision-making process of Artificial Intelligence (AI) systems, for example by placing a human being in charge of…

Computers and Society · Computer Science 2024-07-26 Marion Ho-Dac , Baptiste Martinez

The EU AI Act provides a rulebook for all AI systems being put on the market or into service in the European Union. This article investigates the requirement under the AI Act that Member States establish national AI regulatory sandboxes for…

Computers and Society · Computer Science 2026-01-14 Deirdre Ahern

This study discusses the interplay between metrics used to measure the explainability of the AI systems and the proposed EU Artificial Intelligence Act. A standardisation process is ongoing: several entities (e.g. ISO) and scholars are…

Artificial Intelligence · Computer Science 2022-01-20 Francesco Sovrano , Salvatore Sapienza , Monica Palmirani , Fabio Vitali

The proposed European Artificial Intelligence Act (AIA) is the first attempt to elaborate a general legal framework for AI carried out by any major global economy. As such, the AIA is likely to become a point of reference in the larger…

Computers and Society · Computer Science 2021-11-10 Jakob Mokander , Maria Axente , Federico Casolari , Luciano Floridi

This article provides a critical overview of the recently approved Artificial Intelligence Act. It starts by presenting the main structure, objectives, and approach of Regulation (EU) 2024/1689. A definition of key concepts follows, and…

Computers and Society · Computer Science 2024-09-04 Nuno Sousa e Silva

The premise of this paper is that compliance with Trustworthy AI governance best practices and regulatory frameworks is an inherently fragmented process spanning across diverse organizational units, external stakeholders, and systems of…

Software Engineering · Computer Science 2021-10-07 Andrew Pery , Majid Rafiei , Michael Simon , Wil M. P. van der Aalst

Background: Trustworthy AI serves as a foundational pillar for two major AI ethics conferences: AIES and FAccT. However, current research often adopts techno-centric approaches, focusing primarily on technical attributes such as…

Artificial Intelligence · Computer Science 2026-04-23 Siddharth Mehrotra , Jin Huang , Xuelong Fu , Roel Dobbe , Clara I. Sánchez , Maarten de Rijke

This paper critically evaluates the European Commission's proposed AI Act's approach to risk management and risk acceptability for high-risk AI systems that pose risks to fundamental rights and safety. The Act aims to promote "trustworthy"…

Computers and Society · Computer Science 2023-08-07 Henry Fraser , Jose-Miguel Bello y Villarino

Artificial Intelligence (AI) is becoming the corner stone of many systems used in our daily lives such as autonomous vehicles, healthcare systems, and unmanned aircraft systems. Machine Learning is a field of AI that enables systems to…

Artificial Intelligence · Computer Science 2022-06-27 Lionel Nganyewou Tidjon , Foutse Khomh

The need for AI systems to provide explanations for their behaviour is now widely recognised as key to their adoption. In this paper, we examine the problem of trustworthy AI and explore what delivering this means in practice, with a focus…

Artificial Intelligence · Computer Science 2022-11-30 Rob Procter , Peter Tolmie , Mark Rouncefield

As the AI supply chain grows more complex, AI systems and models are increasingly likely to incorporate multiple internally- or externally-sourced components such as datasets and (pre-trained) models. In such cases, determining whether or…

Artificial Intelligence · Computer Science 2024-09-16 Bill Marino , Yaqub Chaudhary , Yulu Pi , Rui-Jie Yew , Preslav Aleksandrov , Carwyn Rahman , William F. Shen , Isaac Robinson , Nicholas D. Lane

The EU's Artificial Intelligence Act (AI Act) is a significant step towards responsible AI development, but lacks clear technical interpretation, making it difficult to assess models' compliance. This work presents COMPL-AI, a comprehensive…

As Artificial Intelligence (AI) systems increasingly assume consequential decision-making roles, a widening gap has emerged between technical capabilities and institutional accountability. Ethical guidance alone is insufficient to counter…

Artificial Intelligence · Computer Science 2025-12-12 Byeong Ho Kang , Wenli Yang , Muhammad Bilal Amin

We present an overview of the literature on trust in AI and AI trustworthiness and argue for the need to distinguish these concepts more clearly and to gather more empirically evidence on what contributes to people s trusting behaviours. We…

Artificial Intelligence · Computer Science 2023-09-20 Andreas Duenser , David M. Douglas

The evolution of AI is set to profoundly reshape the future. The European Union, recognizing this impending prominence, has enacted the AI Act, regulating market access for AI-based systems. A salient feature of the Act is to guard…

Human-Computer Interaction · Computer Science 2024-06-14 André Calero Valdez , Moreen Heine , Thomas Franke , Nicole Jochems , Hans-Christian Jetter , Tim Schrills

The many initiatives on trustworthy AI result in a confusing and multipolar landscape that organizations operating within the fluid and complex international value chains must navigate in pursuing trustworthy AI. The EU's AI Act will now…

Artificial Intelligence · Computer Science 2024-08-23 Julio Hernandez , Delaram Golpayegani , Dave Lewis

Auditability is defined as the capacity of AI systems to be independently assessed for compliance with ethical, legal, and technical standards throughout their lifecycle. The chapter explores how auditability is being formalized through…

Computers and Society · Computer Science 2025-09-16 Himanshu Verma , Kirtan Padh , Eva Thelisson