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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

In December 2023, the European Parliament provisionally agreed on the EU AI Act. This unprecedented regulatory framework for AI systems lays out guidelines to ensure the safety, legality, and trustworthiness of AI products. This paper…

Artificial Intelligence · Computer Science 2024-07-12 J. Kelly , S. Zafar , L. Heidemann , J. Zacchi , D. Espinoza , N. Mata

As artificial intelligence (AI) technologies continue to advance, effective risk assessment, regulation, and oversight are necessary to ensure that AI development and deployment align with ethical principles while preserving innovation and…

Computers and Society · Computer Science 2026-03-25 Georgios Pavlidis

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…

International agreements about AI development may be required to reduce catastrophic risks from advanced AI systems. However, agreements about such a high-stakes technology must be backed by verification mechanisms--processes or tools that…

Computers and Society · Computer Science 2025-06-23 Aaron Scher , Lisa Thiergart

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 white paper examines the technical foundations of European AI standardization under the AI Act. It explains how harmonized standards enable the presumption of conformity mechanism, describes the CEN/CENELEC standardization process, and…

Computers and Society · Computer Science 2026-02-03 Piercosma Bisconti , Marcello Galisai

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…

The increasing integration of artificial intelligence (AI) systems in various fields requires solid concepts to ensure compliance with upcoming legislation. This paper systematically examines the compliance of AI systems with relevant…

Computers and Society · Computer Science 2026-04-21 Julius Schöning , Niklas Kruse

The EU AI Act is the proposed EU legislation concerning AI systems. This paper identifies several categories of the AI Act. Based on this categorization, a questionnaire is developed that serves as a tool to offer insights by creating…

Artificial Intelligence · Computer Science 2023-07-21 Jacintha Walters , Diptish Dey , Debarati Bhaumik , Sophie Horsman

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

Technical and legal debates frequently suggest that "accuracy" is an objective, measurable, and purely technical property. We challenge this view, showing that evaluating AI performance fundamentally depends on context-dependent normative…

Computers and Society · Computer Science 2026-04-29 Lucas G. Uberti-Bona Marin , Bram Rijsbosch , Kristof Meding , Gerasimos Spanakis , Gijs van Dijck , Konrad Kollnig

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

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

AI agents - i.e. AI systems that autonomously plan, invoke external tools, and execute multi-step action chains with reduced human involvement - are being deployed at scale across enterprise functions ranging from customer service and…

The EU Artificial Intelligence Act (AIA) establishes a lifecycle governance regime for high-risk AI systems built around ex-ante conformity assessment, post-market monitoring, and re-assessment upon "substantial modification." These…

Computers and Society · Computer Science 2026-05-26 Andrea Ferrario

What constitutes a fair decision? This question is not only difficult for humans but becomes more challenging when Artificial Intelligence (AI) models are used. In light of discriminatory algorithmic behaviors, the EU has recently passed…

Machine Learning · Computer Science 2026-01-23 Kristof Meding

In many applications of forensic image analysis, state-of-the-art results are nowadays achieved with machine learning methods. However, concerns about their reliability and opaqueness raise the question whether such methods can be used in…

Computer Vision and Pattern Recognition · Computer Science 2022-03-02 Benedikt Lorch , Nicole Scheler , Christian Riess

The EU AI Act represents the world's first transnational AI regulation with concrete enforcement measures. It builds on existing EU mechanisms for regulating health and safety of products but extends them to protect fundamental rights and…

Computers and Society · Computer Science 2025-05-29 Dave Lewis , Marta Lasek-Markey , Delaram Golpayegani , Harshvardhan J. Pandit

Human oversight requirements are a core component of the European AI Act and in AI governance. In this paper, we highlight key challenges in testing for compliance with these requirements. A central difficulty lies in balancing simple, but…

Human-Computer Interaction · Computer Science 2025-07-25 Markus Langer , Veronika Lazar , Kevin Baum
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