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In this work-in-progress, we investigate the certification of AI systems, focusing on the practical application and limitations of existing certification catalogues in the light of the AI Act by attempting to certify a publicly available AI…

Computers and Society · Computer Science 2025-02-19 Gregor Autischer , Kerstin Waxnegger , Dominik Kowald

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 European legislature has proposed the Digital Services Act (DSA) and Artificial Intelligence Act (AIA) to regulate platforms and Artificial Intelligence (AI) products. We review to what extent third-party audits are part of both laws…

Computers and Society · Computer Science 2025-02-20 David Hartmann , José Renato Laranjeira de Pereira , Chiara Streitbörger , Bettina Berendt

The widespread adoption of AI-assisted development in scientific software is not a future concern -- it is a present reality. Researchers are already using large language models to write code, generate test cases, and draft documentation,…

Software Engineering · Computer Science 2026-05-19 Chaitanya Bhave , Pierre-Clément A. Simon , Casey Icenhour , Lin Yang , Cody J. Permann , Daniel Schwen

Governments increasingly deploy AI in public services, making transparency essential for accountability and public trust. Australia's Standard for AI Transparency Statements (AITS) requires government bodies to disclose how AI is used in…

Computers and Society · Computer Science 2026-04-30 Shidong Pan , Haochen Gong , Boming Xia , Xiaoyu Sun , Xiwei Xu , Liming Zhu

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 rapid development of Artificial Intelligence (AI) technology has enabled the deployment of various systems based on it. However, many current AI systems are found vulnerable to imperceptible attacks, biased against underrepresented…

Artificial Intelligence · Computer Science 2022-05-27 Bo Li , Peng Qi , Bo Liu , Shuai Di , Jingen Liu , Jiquan Pei , Jinfeng Yi , Bowen Zhou

Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. Conspicuously absent from the literature is a rigorous treatment of public trust in AI. We argue that public distrust of AI…

Computers and Society · Computer Science 2021-02-09 Bran Knowles , John T. Richards

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

The rapid proliferation of benchmarks has created significant challenges in reproducibility, transparency, and informed decision-making. However, unlike datasets and models -- which benefit from structured documentation frameworks like…

Machine Learning · Computer Science 2025-12-04 Florian Bordes , Candace Ross , Justine T Kao , Evangelia Spiliopoulou , Adina Williams

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

Foundation models have had a transformative impact on AI. A combination of large investments in research and development, growing sources of digital data for training, and architectures that scale with data and compute has led to models…

Computers and Society · Computer Science 2025-05-29 Daniel McDuff , Tim Korjakow , Kevin Klyman , Danish Contractor

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

The increasing use of AI technologies has led to increasing AI incidents, posing risks and causing harm to individuals, organizations, and society. This study recognizes and addresses the lack of standardized protocols for reliably and…

Computers and Society · Computer Science 2025-01-28 Avinash Agarwal , Manisha J Nene

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…

Artificial Intelligence (AI) systems are increasingly deployed in legal contexts, where their opacity raises significant challenges for fairness, accountability, and trust. The so-called ``black box problem'' undermines the legitimacy of…

Artificial Intelligence · Computer Science 2025-10-14 Andrada Iulia Prajescu , Roberto Confalonieri

AI governance has transitioned from soft law-such as national AI strategies and voluntary guidelines-to binding regulation at an unprecedented pace. This evolution has produced a complex legislative landscape: blurred definitions of "AI…

Computers and Society · Computer Science 2025-05-21 Sacha Alanoca , Shira Gur-Arieh , Tom Zick , Kevin Klyman

With widespread adoption of AI models for important decision making, ensuring reliability of such models remains an important challenge. In this paper, we present an end-to-end generic framework for testing AI Models which performs…

Machine Learning · Computer Science 2021-02-12 Aniya Aggarwal , Samiulla Shaikh , Sandeep Hans , Swastik Haldar , Rema Ananthanarayanan , Diptikalyan Saha

Artificial Intelligence for IT Operations (AIOps) is an emerging interdisciplinary field arising in the intersection between the research areas of machine learning, big data, streaming analytics, and the management of IT operations. AIOps,…

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
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