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As Artificial Intelligence (AI) systems proliferate, the need for systematic, transparent, and actionable processes for evaluating them is growing. While many resources exist to support AI evaluation, they have several limitations. Few…

Computers and Society · Computer Science 2026-02-02 Rachel M. Kim , Blaine Kuehnert , Alice Lai , Kenneth Holstein , Hoda Heidari , Rayid Ghani

Artificial intelligence (AI) systems have become increasingly popular in many areas. Nevertheless, AI technologies are still in their developing stages, and many issues need to be addressed. Among those, the reliability of AI systems needs…

Software Engineering · Computer Science 2021-11-11 Yili Hong , Jiayi Lian , Li Xu , Jie Min , Yueyao Wang , Laura J. Freeman , Xinwei Deng

Artificial intelligence (AI) has been advancing at a fast pace and it is now poised for deployment in a wide range of applications, such as autonomous systems, medical diagnosis and natural language processing. Early adoption of AI…

Machine Learning · Computer Science 2023-09-21 Marta Kwiatkowska , Xiyue Zhang

AI technology development has transformed the field of engineering education with its adaptivity-driven, data-based, and ethical-led learning platforms that promote equity, diversity, and inclusivity. But with so much progress being made in…

Computers and Society · Computer Science 2026-02-04 Mona G. Ibrahim , Riham Hilal

Publish/subscribe systems play a key role in enabling communication between numerous devices in distributed and large-scale architectures. While widely adopted, securing such systems often trades portability for additional integrity and…

Cryptography and Security · Computer Science 2023-12-04 Jämes Ménétrey , Aeneas Grüter , Peterson Yuhala , Julius Oeftiger , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Purpose: The governance of artificial iintelligence (AI) systems requires a structured approach that connects high-level regulatory principles with practical implementation. Existing frameworks lack clarity on how regulations translate into…

Computers and Society · Computer Science 2025-09-16 Avinash Agarwal , Manisha J. Nene

As AI systems advance and integrate into society, well-designed and transparent evaluations are becoming essential tools in AI governance, informing decisions by providing evidence about system capabilities and risks. Yet there remains a…

A new generation of increasingly autonomous and self-learning embodied systems is about to be developed. When deploying embodied systems into a real-life context we face various engineering challenges, as it is crucial to coordinate the…

Artificial Intelligence · Computer Science 2022-04-27 Harald Rueß

The trustworthiness of AI is considered essential to the adoption and application of AI systems. However, the meaning of trust varies across industry, research and policy spaces. Studies suggest that professionals who develop and use AI…

Computers and Society · Computer Science 2025-08-21 Lameck Mbangula Amugongo , Nicola J Bidwell , Joseph Mwatukange

The integration of Artificial Intelligence (AI) into safety-critical systems introduces a new reliability paradigm: silent failures, where AI produces confident but incorrect outputs that can be dangerous. This paper introduces the Formal…

Software Engineering · Computer Science 2026-03-03 Guan-Yan Yang , Farn Wang

Recent advances in machine learning, particularly the emergence of foundation models, are leading to new opportunities to develop technology-based solutions to societal problems. However, the reasoning and inner workings of today's complex…

Computers and Society · Computer Science 2025-07-01 Rajeev Alur , Greg Durrett , Hadas Kress-Gazit , Corina Păsăreanu , René Vidal

Real-world data often exhibits bias, imbalance, and privacy risks. Synthetic datasets have emerged to address these issues. This paradigm relies on generative AI models to generate unbiased, privacy-preserving data while maintaining…

The transition of Artificial Intelligence (AI) from a lab-based science to live human contexts brings into sharp focus many historic, socio-cultural biases, inequalities, and moral dilemmas. Many questions that have been raised regarding…

Computers and Society · Computer Science 2024-06-19 Kaska Porayska-Pomsta , Wayne Holmes , Selena Nemorin

Building trustworthy AI systems for mental health support is a shared priority across stakeholders from multiple disciplines. However, "trustworthy" remains loosely defined and inconsistently operationalized. AI research often focuses on…

Computation and Language · Computer Science 2026-04-23 Xin Sun , Yue Su , Yifan Mo , Qingyu Meng , Yuxuan Li , Saku Sugawara , Mengyuan Zhang , Charlotte Gerritsen , Sander L. Koole , Koen Hindriks , Jiahuan Pei

AI-based technologies have significant potential to enhance inclusive education and clinical-rehabilitative contexts for children with Special Educational Needs and Disabilities. AI can enhance learning experiences, empower students, and…

Computers and Society · Computer Science 2025-05-22 Valeria Cesaroni , Eleonora Pasqua , Piercosma Bisconti , Martina Galletti

Auditing plays a pivotal role in the development of trustworthy AI. However, current research primarily focuses on creating auditable AI documentation, which is intended for regulators and experts rather than end-users affected by AI…

Computers and Society · Computer Science 2023-05-31 Nicolas Scharowski , Michaela Benk , Swen J. Kühne , Léane Wettstein , Florian Brühlmann

The rapid uptake of generative artificial intelligence (AI) in higher education is reshaping assessment practices and intensifying concerns around academic integrity, fairness, and learning quality. While institutional responses…

Computers and Society · Computer Science 2026-05-28 Ndidi Bianca Ogbo , Zhao Song , Shatha Ghareeb , The Anh Han

AI systems increasingly shape critical decisions across personal and societal domains. While empirical risk minimization (ERM) drives much of the AI success, it typically prioritizes accuracy over trustworthiness, often resulting in biases,…

Artificial Intelligence · Computer Science 2024-11-07 Diana Pfau , Alexander Jung

Education is being transformed by rapid advances in Artificial Intelligence (AI), including emerging Generative Artificial Intelligence (GAI). Such technology can significantly support academics and students by automating monotonous tasks…

Computers and Society · Computer Science 2024-11-15 Wasiq Khan , Luke K. Topham , Peter Atherton , Raghad Al-Shabandar , Hoshang Kolivand , Iftikhar Khan , Abir Hussain