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Public attention towards explainability of artificial intelligence (AI) systems has been rising in recent years to offer methodologies for human oversight. This has translated into the proliferation of research outputs, such as from…

Computers and Society · Computer Science 2023-04-25 Luca Nannini , Agathe Balayn , Adam Leon Smith

The short paper discusses algorithmic fairness by focusing on non-discrimination and a few important laws in the European Union (EU). In addition to the EU laws addressing discrimination explicitly, the discussion is based on the EU's…

Computers and Society · Computer Science 2024-12-24 Jukka Ruohonen

This memorandum analyzes and stress-tests arguments in favor and against the inclusion of internal deployment within the scope of the European Union Artificial Intelligence Act (AI Act). In doing so, it aims to offer several possible…

Computers and Society · Computer Science 2026-05-21 Matteo Pistillo

The EU AI Act adopts a horizontal and adaptive approach to govern AI technologies characterised by rapid development and unpredictable emerging capabilities. To maintain relevance, the Act embeds provisions for regulatory learning. However,…

Computers and Society · Computer Science 2026-01-12 Tom Deckenbrunnen , Alessio Buscemi , Marco Almada , Alfredo Capozucca , German Castignani

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

As artificial intelligence (AI) becomes increasingly embedded in digital, social, and institutional infrastructures, and AI and platforms are merged into hybrid structures, systemic risk has emerged as a critical but undertheorized…

Computers and Society · Computer Science 2026-05-26 Philipp Hacker , Lilian Edwards , Atoosa Kasirzadeh

AI Assurance -- producing the machine-readable evidence required to demonstrate compliance with AI governance frameworks -- has mature policy scaffolding but lacks the infrastructure to operationalize it. Organizations building high-risk AI…

The topic of fairness in AI, as debated in the FATE (Fairness, Accountability, Transparency, and Ethics in AI) communities, has sparked meaningful discussions in the past years. However, from a legal perspective, particularly from the…

Artificial Intelligence · Computer Science 2024-06-27 Luca Deck , Jan-Laurin Müller , Conradin Braun , Domenique Zipperling , Niklas Kühl

Explainable AI (XAI) has evolved in response to expectations and regulations, such as the EU AI Act, which introduces regulatory requirements on AI-powered systems. However, a persistent gap remains between existing XAI methods and…

Computers and Society · Computer Science 2026-04-21 Francesco Sovrano , Giulia Vilone , Michael Lognoul

Leading AI developers and startups are increasingly deploying agentic AI systems that can plan and execute complex tasks with limited human involvement. However, there is currently no structured framework for documenting the technical…

Art. 50 II of the EU Artificial Intelligence Act mandates dual transparency for AI-generated content: outputs must be labeled in both human-understandable and machine-readable form for automated verification. This requirement, entering into…

Artificial Intelligence · Computer Science 2026-03-31 Vera Schmitt , Niklas Kruse , Premtim Sahitaj , Julius Schöning

Algorithmic decision-making and other types of artificial intelligence (AI) can be used to predict who will commit crime, who will be a good employee, who will default on a loan, etc. However, algorithmic decision-making can also threaten…

Computers and Society · Computer Science 2025-10-06 Frederik J. Zuiderveen Borgesius

The Directorate General for Parliamentary Research Services of the European Parliament has prepared a report to the Members of the European Parliament where they enumerate seven main risks of Artificial Intelligence (AI) in medicine and…

On the whole, the U.S. Algorithmic Accountability Act of 2022 (US AAA) is a pragmatic approach to balancing the benefits and risks of automated decision systems. Yet there is still room for improvement. This commentary highlights how the US…

Computers and Society · Computer Science 2024-07-10 Jakob Mokander , Prathm Juneja , David Watson , Luciano Floridi

This paper examines the legal implications of the explicit mentioning of automation bias (AB) in the Artificial Intelligence Act (AIA). The AIA mandates human oversight for high-risk AI systems and requires providers to enable awareness of…

Computers and Society · Computer Science 2026-02-04 Johann Laux , Hannah Ruschemeier

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

Many countries use automated decision-making (ADM) systems, often based on artificial intelligence (AI), to manage migration at their borders. This interdisciplinary paper explores two questions. What are the main ways that automated…

Computers and Society · Computer Science 2024-10-24 Yiran Yang , Frederik Zuiderveen Borgesius , Pascal Beckers , Evelien Brouwer

To counter fragmented, high-risk adoption of commercial AI tools, we built and ran an institutional AI platform in a six-month, 300-user pilot, showing that a university of applied sciences can offer advanced AI with fair access,…

Computers and Society · Computer Science 2025-12-11 Ruud Huijts , Koen Suilen

The systematic assessment of AI systems is increasingly vital as these technologies enter high-stakes domains. To address this, the EU's Artificial Intelligence Act introduces AI Regulatory Sandboxes (AIRS): supervised environments where AI…

Computers and Society · Computer Science 2025-10-10 Alessio Buscemi , Thibault Simonetto , Daniele Pagani , German Castignani , Maxime Cordy , Jordi Cabot

We live in a world that is experiencing an unprecedented boom of AI applications that increasingly penetrate and enhance all sectors of private and public life, from education, media, medicine, and mobility to the industrial and…

Computers and Society · Computer Science 2025-05-27 Kai Ebert , Nicolas Alder , Ralf Herbrich , Philipp Hacker
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