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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

Frontier AI regulations primarily focus on systems deployed to external users, where deployment is more visible and subject to outside scrutiny. However, high-stakes applications can occur internally when companies deploy highly capable…

Artificial Intelligence · Computer Science 2026-02-17 Joe Kwon , Stephen Casper

Algorithmic auditing has become central to platform accountability under frameworks such as the AI Act and the Digital Services Act. In practice, this obligation is discharged through dedicated Audit APIs. This architecture creates a…

Machine Learning · Computer Science 2026-03-18 Jade Garcia Bourrée , Erwan Le Merrer , Gilles Tredan , Benoît Rottembourg

The Digital Services Act (DSA) is a much awaited platforms liability reform in the European Union that was adopted on 1 November 2022 with the ambition to set a global example in terms of accountability and transparency. Among other…

Computers and Society · Computer Science 2024-05-06 Rishabh Kaushal , Jacob van de Kerkhof , Catalina Goanta , Gerasimos Spanakis , Adriana Iamnitchi

AI agents -- systems that can independently take actions to pursue complex goals with only limited human oversight -- have entered the mainstream. These systems are now being widely used to produce software, conduct business activities, and…

Computers and Society · Computer Science 2026-03-25 Kathrin Gardhouse , Amin Oueslati , Noam Kolt

The advent of ChatGPT has sparked over a year of regulatory frenzy. However, few existing studies have rigorously questioned the assumption that, if left unregulated, AI chatbot's output would inflict tangible, severe real harm on human…

Computers and Society · Computer Science 2024-11-20 Jiawei Zhang

The rapid proliferation of artificial intelligence (AI) technologies has led to a dynamic regulatory landscape, where legislative frameworks strive to keep pace with technical advancements. As AI paradigms shift towards greater autonomy,…

Cryptography and Security · Computer Science 2026-03-20 Shiliang Zhang , Sabita Maharjan

This study explores the integration of contextual explanations into AI-powered loan decision systems to enhance trust and usability. While traditional AI systems rely heavily on algorithmic transparency and technical accuracy, they often…

Human-Computer Interaction · Computer Science 2025-10-07 Allen Daniel Sunny

The deployment of AI systems faces three critical governance challenges that current frameworks fail to adequately address. First, organizations struggle with inadequate risk assessment at the use case level, exemplified by the Humana class…

Artificial Intelligence · Computer Science 2026-01-14 Pamela Gupta

The debate about the concept of the so called right to explanation in AI is the subject of a wealth of literature. It has focused, in the legal scholarship, on art. 22 GDPR and, in the technical scholarship, on techniques that help explain…

Computers and Society · Computer Science 2023-03-31 Chiara Gallese

The development of privacy-enhancing technologies has made immense progress in reducing trade-offs between privacy and performance in data exchange and analysis. Similar tools for structured transparency could be useful for AI governance by…

Artificial Intelligence · Computer Science 2023-03-22 Emma Bluemke , Tantum Collins , Ben Garfinkel , Andrew Trask

Today's online platforms rely heavily on recommendation systems to serve content to their users; social media is a prime example. In turn, recommendation systems largely depend on artificial intelligence algorithms to decide who gets to see…

Computers and Society · Computer Science 2023-02-10 Anna-Katharina Meßmer , Martin Degeling

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

Smart recommendation algorithms have revolutionized content delivery and improved efficiency across various domains. However, concerns about user agency arise from the algorithms' inherent opacity (information asymmetry) and one-way output…

Human-Computer Interaction · Computer Science 2025-05-13 Mengke Wu , Weizi Liu , Yanyun Wang , Mike Yao

As artificial intelligence (AI) increasingly integrates into crowdfunding practices, strategic disclosure of AI involvement has become critical. Yet, empirical insights into how different disclosure strategies influence investor decisions…

Human-Computer Interaction · Computer Science 2026-02-18 Ning Wang , Chen Liang

Central to a number of scholarly, regulatory, and public conversations about algorithmic accountability is the question of who should have access to documentation that reveals the inner workings, intended function, and anticipated…

Computers and Society · Computer Science 2022-03-04 Jacob Metcalf , Emanuel Moss , Ranjit Singh , Emnet Tafese , Elizabeth Anne Watkins

Fairness monitoring is critical for detecting algorithmic bias, as mandated by the EU AI Act. Since such monitoring requires sensitive user data (e.g., ethnicity), the AI Act permits its processing only with strict privacy measures, such as…

Human-Computer Interaction · Computer Science 2026-02-03 Changyang He , Parnian Jahangirirad , Lin Kyi , Asia J. Biega

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

This study explores the application of the Technology Acceptance Model (TAM) to AI-powered digital innovations within a transnational governance framework. By integrating Latourian actor-network theory (ANT), this study examines how…

Computers and Society · Computer Science 2025-04-30 Claire Li , David Peter Wallis Freeborn

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…