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Advanced AI models hold the promise of tremendous benefits for humanity, but society needs to proactively manage the accompanying risks. In this paper, we focus on what we term "frontier AI" models: highly capable foundation models that…

This article examines the evolving landscape of artificial intelligence (AI) regulation in financial services, detailing the legal frameworks and compliance challenges posed by rapid technological adoption. By reviewing current legislation,…

Computers and Society · Computer Science 2025-03-25 Shahmar Mirishli

The deployment of AI systems faces three critical governance challenges that current frameworks fail to adequately address. First, organizations struggle with inadequate risk assessment at the use case level, exemplified by the Humana class…

Artificial Intelligence · Computer Science 2026-01-14 Pamela Gupta

As artificial intelligence continues its unprecedented global expansion, accompanied by a proliferation of benefits, an increasing apprehension about the privacy and security implications of AI-enabled systems emerges. The pivotal question…

Computers and Society · Computer Science 2024-08-16 Daria Korobenko , Anastasija Nikiforova , Rajesh Sharma

As artificial intelligence (AI) becomes increasingly embedded in digital, social, and institutional infrastructures, and AI and platforms are merged into hybrid structures, systemic risk has emerged as a critical but undertheorized…

Computers and Society · Computer Science 2026-05-26 Philipp Hacker , Lilian Edwards , Atoosa Kasirzadeh

The EU AI Act adopts a horizontal and adaptive approach to govern AI technologies characterised by rapid development and unpredictable emerging capabilities. To maintain relevance, the Act embeds provisions for regulatory learning. However,…

Computers and Society · Computer Science 2026-01-12 Tom Deckenbrunnen , Alessio Buscemi , Marco Almada , Alfredo Capozucca , German Castignani

Engineering managers increasingly must decide how to introduce generative artificial intelligence (AI), retrieval-augmented generation, and coding agents into high-risk operational functions without weakening accountability, privacy, cost…

Cryptography and Security · Computer Science 2026-05-12 Elyson A. De La Cruz , Rishikesh Sahay , Md Rasel Al Mamun

Artificial Intelligence (AI) has paved the way for revolutionary decision-making processes, which if harnessed appropriately, can contribute to advancements in various sectors, from healthcare to economics. However, its black box nature…

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

Trustworthy artificial intelligence (AI) technology has revolutionized daily life and greatly benefited human society. Among various AI technologies, Federated Learning (FL) stands out as a promising solution for diverse real-world…

Machine Learning · Computer Science 2023-02-22 Yifei Zhang , Dun Zeng , Jinglong Luo , Zenglin Xu , Irwin King

AI agents are now running real transactions, workflows, and sub-agent chains across organizational boundaries without continuous human supervision. This creates a problem no current infrastructure is equipped to solve: how do you identify,…

Artificial Intelligence · Computer Science 2026-04-28 Takumi Otsuka , Kentaroh Toyoda , Alex Leung

The implementation of responsible AI in an organization is inherently complex due to the involvement of multiple stakeholders, each with their unique set of goals and responsibilities across the entire AI lifecycle. These responsibilities…

Computers and Society · Computer Science 2025-07-24 Blaine Kuehnert , Rachel M. Kim , Jodi Forlizzi , Hoda Heidari

Many assumptions that underpin human concepts of identity do not hold for machine minds that can be copied, edited, or simulated. We argue that there exist many different coherent identity boundaries (e.g.\ instance, model, persona), and…

Artificial Intelligence · Computer Science 2026-03-13 Raymond Douglas , Jan Kulveit , Ondrej Havlicek , Theia Pearson-Vogel , Owen Cotton-Barratt , David Duvenaud

The governance of frontier AI increasingly relies on controlling access to computational resources, yet the hardware-level mechanisms invoked by policy proposals remain largely unexamined from an engineering perspective. This paper bridges…

Cryptography and Security · Computer Science 2026-04-07 Samar Ansari

This essay examines how Artificial Intelligence (AI) systems are becoming more integral to international affairs by affecting how global governors exert power and pursue digital sovereignty. We first introduce a taxonomy of multifaceted AI…

Artificial Intelligence · Computer Science 2024-10-24 Swati Srivastava , Justin Bullock

The utilization of artificial intelligence (AI) applications has experienced tremendous growth in recent years, bringing forth numerous benefits and conveniences. However, this expansion has also provoked ethical concerns, such as privacy…

As Generative Artificial Intelligence (GenAI) technologies evolve at an unprecedented rate, global governance approaches struggle to keep pace with the technology, highlighting a critical issue in the governance adaptation of significant…

Computers and Society · Computer Science 2024-11-22 Jose Luna , Ivan Tan , Xiaofei Xie , Lingxiao Jiang

Responsible AI is widely considered as one of the greatest scientific challenges of our time and is key to increase the adoption of AI. Recently, a number of AI ethics principles frameworks have been published. However, without further…

Artificial Intelligence · Computer Science 2023-09-29 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , Didar Zowghi , Aurelie Jacquet

Contemporary AI governance frameworks rely heavily on post hoc oversight, policy guidance, and behavioral alignment techniques, yet these mechanisms become fragile as systems gain autonomy, speed, and operational opacity. This paper…

Cryptography and Security · Computer Science 2026-03-19 Adam Massimo Mazzocchetti

Generative AI research increasingly confronts a shared problem: systems must sustain yet govern their own generative activity when uncertainty is high, evidence is missing, or context is insufficient. This position paper argues that…

Neurons and Cognition · Quantitative Biology 2026-05-26 Eugene Yu Ji , Igor Grossmann , Amir-Hossein Karimi