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This vision paper presents initial research on assessing the robustness and reliability of AI-enabled systems, and key factors in ensuring their safety and effectiveness in practical applications, including a focus on accountability. By…

Software Engineering · Computer Science 2025-06-23 Filippo Scaramuzza , Damian A. Tamburri , Willem-Jan van den Heuvel

In recent years, discussions about fairness in machine learning, AI ethics and algorithm audits have increased. Many entities have developed framework guidance to establish a baseline rubric for fairness and accountability. However, in…

Machine Learning · Computer Science 2022-06-23 Cherie M Poland

Trustworthiness is a central requirement for the acceptance and success of human-centered artificial intelligence (AI). To deem an AI system as trustworthy, it is crucial to assess its behaviour and characteristics against a gold standard…

Accountability regimes typically encourage record-keeping to enable the transparency that supports oversight, investigation, contestation, and redress. However, implementing such record-keeping can introduce considerations, risks, and…

Computers and Society · Computer Science 2025-10-07 Shreya Chappidi , Jennifer Cobbe , Chris Norval , Anjali Mazumder , Jatinder Singh

Artificial Intelligence (AI) is increasingly employed to enhance assistive technologies, yet it can fail in various ways. We conducted a systematic literature review of research into AI-based assistive technology for persons with visual…

Human-Computer Interaction · Computer Science 2024-07-22 Zahra Ahmadi , Peter R. Lewis , Mahadeo A. Sukhai

Ttraditional safety engineering is coming to a turning point moving from deterministic, non-evolving systems operating in well-defined contexts to increasingly autonomous and learning-enabled AI systems which are acting in largely…

Artificial Intelligence · Computer Science 2022-05-13 Harald Rueß , Simon Burton

The notion that algorithmic systems should be "transparent" and "explainable" is common in the many statements of consensus principles developed by governments, companies, and advocacy organizations. But what exactly do policy and legal…

Machine Learning · Computer Science 2023-09-18 Matthew O'Shaughnessy

Artificial intelligence has become a part of the provision of governmental services, from making decisions about benefits to issuing fines for parking violations. However, AI systems rarely live up to the promise of neutral optimisation,…

Artificial Intelligence · Computer Science 2025-10-10 Dave Murray-Rust , Kars Alfrink , Cristina Zaga

Artificial Intelligence is rapidly embedding itself within militaries, economies, and societies, reshaping their very foundations. Given the depth and breadth of its consequences, it has never been more pressing to understand how to ensure…

Machine Learning · Computer Science 2024-11-19 Dan Hendrycks

Increasing number of cyber-attacks demotivate people to use Information and Communication Technology (ICT) for industrial as well as day to day work. A main reason for the increasing number of cyber-attacks is mistakes that programmers make…

Cryptography and Security · Computer Science 2018-10-12 Chamila Wijayarathna , Nalin Asanka Gamagedara Arachchilage

Ensuring responsible use of artificial intelligence (AI) has become imperative as autonomous systems increasingly influence critical societal domains. However, the concept of trustworthy AI remains broad and multi-faceted. This thesis…

Artificial Intelligence · Computer Science 2025-10-28 Filip Cano

As AI systems are integrated into high stakes social domains, researchers now examine how to design and operate them in a safe and ethical manner. However, the criteria for identifying and diagnosing safety risks in complex social contexts…

Computers and Society · Computer Science 2021-06-22 Roel Dobbe , Thomas Krendl Gilbert , Yonatan Mintz

Recent advances in AI agents capable of solving complex, everyday tasks, from scheduling to customer service, have enabled deployment in real-world settings, but their possibilities for unsafe behavior demands rigorous evaluation. While…

Artificial Intelligence · Computer Science 2026-02-18 Sanidhya Vijayvargiya , Aditya Bharat Soni , Xuhui Zhou , Zora Zhiruo Wang , Nouha Dziri , Graham Neubig , Maarten Sap

As vendors adopt AI technologies, security researchers are working to uncover and fix related vulnerabilities, which is important given AI systems handle sensitive data and critical functions. This process relies on vendors receiving and…

Cryptography and Security · Computer Science 2026-01-22 Yangheran Piao , Jingjie Li , Daniel W. Woods

Artificial intelligence (AI) has transformed various sectors and institutions, including education and healthcare. Although AI offers immense potential for innovation and problem solving, its integration also raises significant ethical…

Computers and Society · Computer Science 2024-12-05 William Franz Lamberti

In computer science, there is a distinction between closed systems, whose behavior is totally determined in advance, and open systems, that are systems maintaining a constant interaction with an unspecified environment. Closed systems are…

Logic in Computer Science · Computer Science 2009-11-18 Axel Legay , Marco Faella

Artificial intelligence (AI) is becoming increasingly widespread in system development endeavors. As AI systems affect various stakeholders due to their unique nature, the growing influence of these systems calls for ethical considerations.…

Computers and Society · Computer Science 2020-06-17 Ville Vakkuri , Kai-Kristian Kemell , Pekka Abrahamsson

Artificial Intelligence (AI) is rapidly being integrated into critical systems across various domains, from healthcare to autonomous vehicles. While its integration brings immense benefits, it also introduces significant risks, including…

Computers and Society · Computer Science 2025-06-25 Zhiqiang Lin , Huan Sun , Ness Shroff

AI for Science (AI4Science), particularly in the form of self-driving labs, has the potential to sideline human involvement and hinder scientific discovery within the broader community. While prior research has focused on ensuring the…

Artificial Intelligence · Computer Science 2023-11-01 Chase Yakaboski , Gregory Hyde , Clement Nyanhongo , Eugene Santos
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