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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

The AI act is the European Union-wide regulation of AI systems. It includes specific provisions for general-purpose AI models which however need to be further interpreted in terms of technical standards and state-of-art studies to ensure…

Artificial Intelligence · Computer Science 2024-08-22 Matias Valdenegro-Toro , Radina Stoykova

The authors are concerned about the safety, health, and rights of the European citizens due to inadequate measures and procedures required by the current draft of the EU Artificial Intelligence (AI) Act for the conformity assessment of AI…

Machine Learning · Statistics 2023-10-05 Bernhard Nessler , Thomas Doms , Sepp Hochreiter

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

A global challenge in artificial intelligence (AI) regulation lies in achieving effective risk management without compromising innovation and technical progress. The European Union (EU) Artificial Intelligence Act represents the first…

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

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

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

The implementation of the AI Act requires practical mechanisms to verify compliance with legal obligations, yet concrete and operational mappings from high-level requirements to verifiable assessment activities remain limited, contributing…

Computers and Society · Computer Science 2026-04-06 Alessio Buscemi , Tom Deckenbrunnen , Fahria Kabir , Kateryna Mishchenko , Nishat Mowla

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

When building AI systems for decision support, one often encounters the phenomenon of predictive multiplicity: a single best model does not exist; instead, one can construct many models with similar overall accuracy that differ in their…

Machine Learning · Computer Science 2026-02-13 Karolin Frohnapfel , Mara Seyfert , Sebastian Bordt , Ulrike von Luxburg , Kristof Meding

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

Assessments of trustworthiness have become a cornerstone of responsible AI development. Especially in high-stakes fields like healthcare, aligning technical, evidence-based, and ethical practices with forthcoming legal requirements is…

Robustness is a key requirement for high-risk AI systems under the EU Artificial Intelligence Act (AI Act). However, both its definition and assessment methods remain underspecified, leaving providers with little concrete direction on how…

Computers and Society · Computer Science 2025-11-20 Roberta Tamponi , Carina Prunkl , Thomas Bäck , Anna V. Kononova

Thanks to the great progress of machine learning in the last years, several Artificial Intelligence (AI) techniques have been increasingly moving from the controlled research laboratory settings to our everyday life. AI is clearly…

Artificial Intelligence · Computer Science 2021-06-07 Tatiana Tommasi , Silvia Bucci , Barbara Caputo , Pietro Asinari

The European Union's Artificial Intelligence Act aims to regulate manipulative and harmful uses of AI, but lacks precise definitions for key concepts. This paper provides technical recommendations to improve the Act's conceptual clarity and…

Artificial Intelligence · Computer Science 2023-09-01 Matija Franklin , Philip Moreira Tomei , Rebecca Gorman

The EU Artificial Intelligence Act (AIA) establishes different legal principles for different types of AI systems. While prior work has sought to clarify some of these principles, little attention has been paid to robustness and…

Artificial Intelligence · Computer Science 2025-05-29 Henrik Nolte , Miriam Rateike , Michèle Finck

Recent proposals aiming at regulating artificial intelligence (AI) and automated decision-making (ADM) suggest a particular form of risk regulation, i.e. a risk-based approach. The most salient example is the Artificial Intelligence Act…

Computers and Society · Computer Science 2022-11-14 Carsten Orwat , Jascha Bareis , Anja Folberth , Jutta Jahnel , Christian Wadephul

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 increasing use of artificial intelligence (AI) by public authorities introduces both opportunities for innovation and significant challenges for the administrative rule of law. This article examines how the EU AI Act interacts with the…

Computers and Society · Computer Science 2026-04-28 Georgios Pavlidis , Ioannis Kastanas
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