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Regulation is nothing without enforcement. This particularly holds for the dynamic field of emerging technologies. Hence, this article has two ambitions. First, it explains how the EU's new Artificial Intelligence Act (AIA) will be…

Computers and Society · Computer Science 2025-07-23 Claudio Novelli , Philipp Hacker , Jessica Morley , Jarle Trondal , Luciano Floridi

With the growing need to regulate AI systems across a wide variety of application domains, a new set of occupations has emerged in the industry. The so-called responsible AI practitioners or AI ethicists are generally tasked with…

Computers and Society · Computer Science 2023-07-20 Shalaleh Rismani , AJung Moon

The current advancement in and deployment of agentic AI systems has created a set of key challenges for the legal frameworks that govern their use. We cover two central components: first, the regulatory classification of agents under the EU…

Computers and Society · Computer Science 2026-04-28 Philipp Hacker , Matthias Holweg

With the upcoming enforcement of the EU AI Act, documentation of high-risk AI systems and their risk management information will become a legal requirement playing a pivotal role in demonstration of compliance. Despite its importance, there…

Explainable Artificial Intelligence (XAI) is essential for building advanced machine learning-powered applications, especially in critical domains such as medical diagnostics or autonomous driving. Legal, business, and ethical requirements…

Human-Computer Interaction · Computer Science 2024-10-17 Tobias Labarta , Elizaveta Kulicheva , Ronja Froelian , Christian Geißler , Xenia Melman , Julian von Klitzing

Explainable artificial intelligence is an emerging and evolving concept. Its impact on construction, though yet to be realised, will be profound in the foreseeable future. Still, XAI has received limited attention in construction. As a…

Artificial Intelligence · Computer Science 2022-11-15 Peter ED Love , Jane Matthews , Weili Fang , Stuart Porter , Hanbin Luo , Lieyun Ding

Established approaches to assuring safety-critical systems and software are difficult to apply to systems employing ML where there is no clear, pre-defined specification against which to assess validity. This problem is exacerbated by the…

Machine Learning · Computer Science 2022-05-06 Yan Jia , John McDermid , Tom Lawton , Ibrahim Habli

We consider a series of legal provocations emerging from the proposed European Union AI Act 2021 (AIA) and how they open up new possibilities for HCI in the design and development of trustworthy autonomous systems. The AIA continues the by…

Human-Computer Interaction · Computer Science 2022-06-16 Lachlan D. Urquhart , Glenn McGarry , Andy Crabtree

Nowadays, deep neural networks are widely used in mission critical systems such as healthcare, self-driving vehicles, and military which have direct impact on human lives. However, the black-box nature of deep neural networks challenges its…

Computer Vision and Pattern Recognition · Computer Science 2020-06-24 Arun Das , Paul Rad

Explainable artificial intelligence (XAI) plays an indispensable role in demystifying the decision-making processes of AI, especially within the healthcare industry. Clinicians rely heavily on detailed reasoning when making a diagnosis,…

Computer Vision and Pattern Recognition · Computer Science 2024-03-26 Anna Stubbin , Thompson Chyrikov , Jim Zhao , Christina Chajo

Artificial Intelligence (AI) and the regulation thereof is a topic that is increasingly being discussed within various fora. Various proposals have been made in literature for defining regulatory bodies and/or related regulation. In this…

Computers and Society · Computer Science 2021-08-23 Joshua Ellul , Stephen McCarthy , Trevor Sammut , Juanita Brockdorff , Matthew Scerri , Gordon J. Pace

The responsible AI (RAI) community has introduced numerous processes and artifacts (e.g., Model Cards, Transparency Notes, Data Cards) to facilitate transparency and support the governance of AI systems. While originally designed to…

Computers and Society · Computer Science 2024-08-23 Anna Kawakami , Daricia Wilkinson , Alexandra Chouldechova

Explainable Artificial Intelligence (XAI) is a rising field in AI. It aims to produce a demonstrative factor of trust, which for human subjects is achieved through communicative means, which Machine Learning (ML) algorithms cannot solely…

Machine Learning · Computer Science 2021-03-09 Jamie Andrew Duell

The EU Artificial Intelligence (AI) Act directs businesses to assess their AI systems to ensure they are developed in a way that is human-centered and trustworthy. The rapid adoption of AI in the industry has outpaced ethical evaluation…

Computers and Society · Computer Science 2025-09-30 Louise McCormack , Diletta Huyskes , Dave Lewis , Malika Bendechache

Significant investment and development have gone into integrating Artificial Intelligence (AI) in medical and healthcare applications, leading to advanced control systems in medical technology. However, the opacity of AI systems raises…

Artificial Intelligence · Computer Science 2024-10-21 Francesco Sovrano , Michael Lognoul , Giulia Vilone

Explainable AI (XAI) is often promoted with the idea of helping users understand how machine learning models function and produce predictions. Still, most of these benefits are reserved for those with specialized domain knowledge, such as…

Artificial Intelligence · Computer Science 2023-04-26 Chinasa T. Okolo

Artificial intelligence is already being applied in and impacting many important sectors in society, including healthcare, finance, and policing. These applications will increase as AI capabilities continue to progress, which has the…

Computers and Society · Computer Science 2022-06-23 Jess Whittlestone , Sam Clarke

As AI rapidly advances, the security risks posed by AI are becoming increasingly severe, especially in critical scenarios, including those posing existential risks. If AI becomes uncontrollable, manipulated, or actively evades safety…

Artificial Intelligence · Computer Science 2025-08-29 Donglin Wang , Weiyun Liang , Chunyuan Chen , Jing Xu , Yulong Fu

Recent concern about harms of information technologies motivate consideration of regulatory action to forestall or constrain certain developments in the field of artificial intelligence (AI). However, definitional ambiguity hampers the…

Computers and Society · Computer Science 2019-12-25 P. M. Krafft , Meg Young , Michael Katell , Karen Huang , Ghislain Bugingo

The growing adoption of artificial intelligence in healthcare has raised concerns about the transparency and trustworthiness of AI-driven medical diagnosis systems. Many existing models operate as black boxes, limiting clinicians' ability…

Human-Computer Interaction · Computer Science 2026-04-21 Altynbek Seitenov , Ainur Nurzhanova , Azhar Bekbussinova , Yerassyl Bolatkan