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This paper presents a new approach to prevent transportation accidents and monitor driver's behavior using a healthcare AI system that incorporates fairness and ethics. Dangerous medical cases and unusual behavior of the driver are…

Computers and Society · Computer Science 2021-11-09 Soraia Oueida , Soaad Hossain , Yehia Kotb , Syed Ishtiaque Ahmed

As Artificial Intelligence (AI) systems exert a growing influence on society, real-life incidents begin to underline the importance of AI Ethics. Though calls for more ethical AI systems have been voiced by scholars and the general public…

Computers and Society · Computer Science 2020-04-22 Ville Vakkuri , Kai-Kristian Kemell

As AI systems advance, AI evaluations are becoming an important pillar of regulations for ensuring safety. We argue that such regulation should require developers to explicitly identify and justify key underlying assumptions about…

Artificial Intelligence · Computer Science 2024-11-21 Peter Barnett , Lisa Thiergart

An assurance case should provide justifiable confidence in the truth of a claim about some critical property of a system or procedure, such as safety or security. We consider how confidence can be assessed in the rigorous approach we call…

Software Engineering · Computer Science 2025-08-11 Robin Bloomfield , John Rushby

As Artificial Intelligence (AI) technology gets more intertwined with every system, people are using AI to make decisions on their everyday activities. In simple contexts, such as Netflix recommendations, or in more complex context like in…

Human-Computer Interaction · Computer Science 2020-03-04 Juliana Jansen Ferreira , Mateus de Souza Monteiro

To implement fair machine learning in a sustainable way, choosing the right fairness objective is key. Since fairness is a concept of justice which comes in various, sometimes conflicting definitions, this is not a trivial task though. The…

Artificial Intelligence · Computer Science 2021-05-04 Boris Ruf , Marcin Detyniecki

Existing evaluations of AI misuse safeguards provide a patchwork of evidence that is often difficult to connect to real-world decisions. To bridge this gap, we describe an end-to-end argument (a "safety case") that misuse safeguards reduce…

Machine Learning · Computer Science 2025-05-26 Joshua Clymer , Jonah Weinbaum , Robert Kirk , Kimberly Mai , Selena Zhang , Xander Davies

The integration of Autonomous Weapon Systems (AWS) into military operations presents both significant opportunities and challenges. This paper explores the multifaceted nature of trust in AWS, emphasising the necessity of establishing…

Computers and Society · Computer Science 2024-10-22 Kasper Cools , Clara Maathuis

The study addresses the paradigm shift in corporate management, where AI is moving from a decision support tool to an autonomous decision-maker, with some AI systems already appointed to leadership roles in companies. A central problem…

Computers and Society · Computer Science 2025-08-07 Anna Romanova

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

In this work, we provide an industry research view for approaching the design, deployment, and operation of trustworthy Artificial Intelligence (AI) inference systems. Such systems provide customers with timely, informed, and customized…

Assurance cases allow verifying the correct implementation of certain non-functional requirements of mission-critical systems, including their safety, security, and reliability. They can be used in the specification of autonomous driving,…

Software Engineering · Computer Science 2025-11-05 Gerhard Yu , Mithila Sivakumar , Alvine B. Belle , Soude Ghari , Song Wang , Timothy C. Lethbridge

Traditionally, researchers in automatic face recognition and biometric technologies have focused on developing accurate algorithms. With this technology being integrated into operational systems, engineers and scientists are being asked, do…

Computer Vision and Pattern Recognition · Computer Science 2020-02-05 P. Jonathon Phillips , Mark Przybocki

While the increased use of AI in the manufacturing sector has been widely noted, there is little understanding on the risks that it may raise in a manufacturing organisation. Although various high level frameworks and definitions have been…

Artificial Intelligence · Computer Science 2025-12-17 Alexandra Brintrup , George Baryannis , Ashutosh Tiwari , Svetan Ratchev , Giovanna Martinez-Arellano , Jatinder Singh

Frontier AI systems are rapidly advancing in their capabilities to persuade, deceive, and influence human behaviour, with current models already demonstrating human-level persuasion and strategic deception in specific contexts. Humans are…

Artificial Intelligence · Computer Science 2025-07-18 Rishane Dassanayake , Mario Demetroudi , James Walpole , Lindley Lentati , Jason R. Brown , Edward James Young

Acceleration ethics addresses the tension between innovation and safety in artificial intelligence. The acceleration argument is that risks raised by innovation should be answered with still more innovating. This paper summarizes the…

Computers and Society · Computer Science 2025-03-28 James Brusseau

Autonomous systems must sustain justified confidence in their correctness and safety across their operational lifecycle-from design and deployment through post-deployment evolution. Traditional assurance methods often separate…

Software Engineering · Computer Science 2025-11-20 Dhaminda B. Abeywickrama , Michael Fisher , Frederic Wheeler , Louise Dennis

The debate on AI ethics largely focuses on technical improvements and stronger regulation to prevent accidents or misuse of AI, with solutions relying on holding individual actors accountable for responsible AI development. While useful and…

Artificial Intelligence · Computer Science 2019-11-11 Agnes Schim van der Loeff , Iggy Bassi , Sachin Kapila , Jevgenij Gamper

Safety and assurance cases risk becoming detached from the understanding needed for responsible engineering and governance decisions. More broadly, the production and evaluation of critical socio-technical systems increasingly face an…

Software Engineering · Computer Science 2026-04-08 Robin Bloomfield