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Risk-based AI regulation has become the dominant paradigm in AI governance, promising proportional controls aligned with anticipated harms. This paper argues that such frameworks often fail for structural reasons: they implicitly assume…

Computers and Society · Computer Science 2025-12-16 Hugo Roger Paz

The intersection of Safety of Intended Functionality (SOTIF) and Functional Safety (FuSa) analysis of driving automation features has traditionally excluded Quality Management (QM) components (components that has no ASIL requirements…

Software Engineering · Computer Science 2026-04-01 Alireza Abbaspour , Shabin Mahadevan , Kilian Zwirglmaier , Jeff Stafford

Reducing the number of failures in a production system is one of the most challenging problems in technology driven industries, such as, the online retail industry. To address this challenge, change management has emerged as a promising…

Machine Learning · Computer Science 2021-08-19 Binay Gupta , Anirban Chatterjee , Harika Matha , Kunal Banerjee , Lalitdutt Parsai , Vijay Agneeswaran

The exposure of security vulnerabilities in safety-aligned language models, e.g., susceptibility to adversarial attacks, has shed light on the intricate interplay between AI safety and AI security. Although the two disciplines now come…

Digital technologies have dramatically accelerated the digital transformation in process industries, boosted new industrial applications, upgraded the production system, and enhanced operational efficiency. In contrast, the challenges and…

Human-Computer Interaction · Computer Science 2023-05-30 He Wen

Ensuring quality human-AI interaction (HAII) in safety-critical industries is essential. Failure to do so can lead to catastrophic and deadly consequences. Despite this urgency, existing research on HAII is limited, fragmented, and…

Human-Computer Interaction · Computer Science 2024-08-06 Tita A. Bach , Jenny K. Kristiansen , Aleksandar Babic , Alon Jacovi

AI-Based Safety-Critical Systems (AI-SCS) are being increasingly deployed in the real world. These can pose a risk of harm to people and the environment. Reducing that risk is an overarching priority during development and operation. As…

Computers and Society · Computer Science 2024-01-19 Philippa Ryan , Zoe Porter , Joanna Al-Qaddoumi , John McDermid , Ibrahim Habli

When AI agents don't align their actions with human values they may cause serious harm. One way to solve the value alignment problem is by including a human operator who monitors all of the agent's actions. Despite the fact, that this…

Human-Computer Interaction · Computer Science 2023-06-13 Yitzhak Spielberg , Amos Azaria

Artificial intelligence (AI) systems are increasingly integrated into healthcare and pharmacy workflows, supporting tasks such as medication recommendations, dosage determination, and drug interaction detection. While these systems often…

Artificial Intelligence · Computer Science 2026-05-21 Khalid Adnan Alsayed

Static content-based AI value alignment is insufficient for robust alignment under capability scaling, distributional shift, and increasing autonomy. This holds for any approach that treats alignment as optimizing toward a fixed formal…

Artificial Intelligence · Computer Science 2026-04-24 Austin Spizzirri

As frontier AI systems advance toward transformative capabilities, we need a parallel transformation in how we measure and evaluate these systems to ensure safety and inform governance. While benchmarks have been the primary method for…

Artificial Intelligence · Computer Science 2025-05-12 Markov Grey , Charbel-Raphaël Segerie

Robotic and embodied-AI systems have the potential to improve accessibility and quality of care in clinical settings, but their deployment in close physical contact with vulnerable patients introduces significant safety risks. This paper…

As the deployment of Artificial Intelligence (AI) systems in high-stakes sectors - like healthcare, finance, education, justice, and infrastructure has increased - the possibility and impact of failures of these systems have significantly…

Cryptography and Security · Computer Science 2025-08-28 Aoun E Muhammad , Kin Choong Yow , Jamel Baili , Yongwon Cho , Yunyoung Nam

Before deploying an AI system to replace an existing process, it must be compared with the incumbent to ensure improvement without added risk. Traditional evaluation relies on ground truth for both systems, but this is often unavailable due…

Software Engineering · Computer Science 2025-11-03 Jieshan Chen , Suyu Ma , Qinghua Lu , Sung Une Lee , Liming Zhu

Frontier AI both amplifies existing risks and introduces qualitatively novel challenges. Not only is there a notable lack of stable scientific consensus resulting from the rapid pace of technological change, but emerging frontier AI safety…

Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

There is a substantial and ever-growing corpus of evidence and literature exploring the impacts of Artificial intelligence (AI) technologies on society, politics, and humanity as a whole. A separate, parallel body of work has explored…

Computers and Society · Computer Science 2022-09-23 Benjamin S. Bucknall , Shiri Dori-Hacohen

Disasters frequently exceed established hazard models, revealing blind spots where unforeseen impacts and vulnerabilities hamper effective response. This perspective paper contends that situational awareness (SA)-the ability to perceive,…

Computers and Society · Computer Science 2025-08-26 Hongrak Pak , Ali Mostafavi

As artificial intelligence (AI) becomes integral to economy and society, communication gaps between developers, users, and stakeholders hinder trust and informed decision-making. High-level AI labels, inspired by frameworks like EU energy…

Artificial Intelligence · Computer Science 2025-01-22 Raphael Fischer , Magdalena Wischnewski , Alexander van der Staay , Katharina Poitz , Christian Janiesch , Thomas Liebig

The emergence of autonomous, high-velocity Agentic AI systems is creating an internal assurance scalability crisis. Point-in-time, document-based audits cannot keep pace with non deterministic behaviour and distributed deployments of agents…

Computers and Society · Computer Science 2026-03-05 Guy Lupo , Bao Quoc Vo , Natania Locke
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