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This paper explores the rapidly evolving ecosystem of publicly available AI models, and their potential implications on the security and safety landscape. As AI models become increasingly prevalent, understanding their potential risks and…

Computers and Society · Computer Science 2024-11-20 Huzaifa Sidhpurwala , Garth Mollett , Emily Fox , Mark Bestavros , Huamin Chen

Safety frameworks have emerged as a best practice for managing risks from frontier artificial intelligence (AI) systems. However, it may be difficult for stakeholders to know if companies are adhering to their frameworks. This paper…

The advent of foundation models (FMs) as an emerging suite of AI techniques has struck a wave of opportunities in computational healthcare. The interactive nature of these models, guided by pre-training data and human instructions, has…

Machine Learning · Computer Science 2026-04-30 Yunkun Zhang , Jin Gao , Zheling Tan , Lingfeng Zhou , Kexin Ding , Mu Zhou , Shaoting Zhang , Dequan Wang

We propose that future AI transparency and accountability regulations are based on an open global standard for exchanging information about AI systems, which allows co-existence of potentially conflicting local regulations. Then, we discuss…

Computers and Society · Computer Science 2026-01-22 Warren Buckley , Adrian Byrne , Nicholas Perello , Cyrus Cousins , Taha Yasseri , Yair Zick , Przemyslaw Grabowicz

The rapid advancement of general-purpose AI models has increased concerns about copyright infringement in training data, yet current regulatory frameworks remain predominantly reactive rather than proactive. This paper examines the…

Computers and Society · Computer Science 2026-01-21 Mariia Kyrychenko , Mykyta Mudryi , Markiyan Chaklosh

International AI governance agreements and institutions may play an important role in reducing global security risks from advanced AI. To inform the design of such agreements and institutions, we conducted case studies of historical and…

Computers and Society · Computer Science 2024-09-05 Akash R. Wasil , Peter Barnett , Michael Gerovitch , Roman Hauksson , Tom Reed , Jack William Miller

Collaborative AI experimentation in industry and academia requires environments that support rapid trials while maintaining controlled access, organisational isolation, and traceable workflows. Although interest in AI sandboxes is…

We review key considerations, practices, and areas for future work aimed at the responsible development and fielding of AI technologies. We describe critical challenges and make recommendations on topics that should be given priority…

Computers and Society · Computer Science 2021-08-30 Eric Horvitz , Jessica Young , Rama G. Elluru , Chuck Howell

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…

As frontier artificial intelligence (AI) models rapidly advance, benchmarks are integral to comparing different models and measuring their progress in different task-specific domains. However, there is a lack of guidance on when and how…

Computers and Society · Computer Science 2025-07-10 Ayrton San Joaquin , Rokas Gipiškis , Leon Staufer , Ariel Gil

As artificial intelligence (AI) systems grow more powerful, autonomous, and embedded in critical infrastructure, their identification and traceability become foundational to regulatory oversight and sustainable digital governance. In…

Cryptography and Security · Computer Science 2026-04-14 Di Kevin Gao , Jingdao Chen , Shahram Rahimi

This study offers an in-depth analysis of the application and implications of the National Institute of Standards and Technology's AI Risk Management Framework (NIST AI RMF) within the domain of surveillance technologies, particularly…

Computers and Society · Computer Science 2024-05-01 Nandhini Swaminathan , David Danks

As artificial intelligence (AI) systems permeate critical sectors, the need for professionals who can address ethical, legal and governance challenges has become urgent. Current AI ethics education remains fragmented, often siloed by…

Computers and Society · Computer Science 2025-09-17 Raphaël Weuts , Johannes Bleher , Hannah Bleher , Rozanne Tuesday Flores , Guo Xuanyang , Paweł Pujszo , Zsolt Almási

In the past few years, several large companies have published ethical principles of Artificial Intelligence (AI). National governments, the European Commission, and inter-governmental organizations have come up with requirements to ensure…

Computers and Society · Computer Science 2020-05-06 Richard Benjamins

As AI models scale to billions of parameters and operate with increasing autonomy, ensuring their safe, reliable operation demands engineering-grade security and assurance frameworks. This paper presents an enterprise-level, risk-aware,…

Cryptography and Security · Computer Science 2025-05-13 Krti Tallam

In reaction to growing concerns about the potential harms of artificial intelligence (AI), societies have begun to demand more transparency about how AI models and systems are created and used. To address these concerns, several efforts…

Computers and Society · Computer Science 2024-03-13 David Piorkowski , John Richards , Michael Hind

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

The innovations emerging at the frontier of artificial intelligence (AI) are poised to create historic opportunities for humanity but also raise complex policy challenges. Continued progress in frontier AI carries the potential for profound…

Generative AI (GenAI) models have become vital across industries, yet current evaluation methods have not adapted to their widespread use. Traditional evaluations often rely on benchmarks and fixed datasets, frequently failing to reflect…

The rapid integration of Artificial Intelligence (AI) into organizational technology frameworks has transformed how organizations engage with AI-driven models, influencing both operational performance and strategic innovation. With the…

Software Engineering · Computer Science 2025-10-22 Johannes Schneider , Rene Abraham
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