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Frontier AI companies first deploy their most advanced models internally, for weeks or months of safety testing, evaluation, and iteration, before a possible public release. For example, Anthropic recently developed a new class of model…

Computers and Society · Computer Science 2026-04-30 Oscar Delaney , Sambhav Maheshwari , Joe O'Brien , Theo Bearman , Oliver Guest

Frontier AI regulations primarily focus on systems deployed to external users, where deployment is more visible and subject to outside scrutiny. However, high-stakes applications can occur internally when companies deploy highly capable…

Artificial Intelligence · Computer Science 2026-02-17 Joe Kwon , Stephen Casper

The most advanced future AI systems will first be deployed inside the frontier AI companies developing them. According to these companies and independent experts, AI systems may reach or even surpass human intelligence and capabilities by…

The rapid advancement of AI systems has raised widespread concerns about potential harms of frontier AI systems and the need for responsible evaluation and oversight. In this position paper, we argue that frontier AI companies should report…

Computers and Society · Computer Science 2025-03-25 Dillon Bowen , Ann-Kathrin Dombrowski , Adam Gleave , Chris Cundy

Mitigating the risks from frontier AI systems requires up-to-date and reliable information about those systems. Organizations that develop and deploy frontier systems have significant access to such information. By reporting safety-critical…

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…

In the Frontier AI Safety Commitments, sixteen companies committed to "Assess the risks posed by their frontier models or systems across the AI lifecycle, including [...] as appropriate, before and during training" (I) and to "Provide…

Computers and Society · Computer Science 2025-01-22 Haydn Belfield

As AI systems' sophistication and proliferation have increased, awareness of the risks has grown proportionally (Sorkin et al. 2023). In response, calls have grown for stronger emphasis on disclosure and transparency in the AI industry…

Artificial Intelligence · Computer Science 2023-09-26 Eli Sherman , Ian W. Eisenberg

This article argues that frontier artificial intelligence (AI) developers need an internal audit function. First, it describes the role of internal audit in corporate governance: internal audit evaluates the adequacy and effectiveness of a…

Computers and Society · Computer Science 2024-10-08 Jonas Schuett

A comprehensive approach to addressing catastrophic risks from AI models should cover the full model lifecycle. This paper explores contingency plans for cases where pre-deployment risk management falls short: where either very dangerous…

Computers and Society · Computer Science 2023-10-03 Joe O'Brien , Shaun Ee , Zoe Williams

Frontier AI developers operate at the intersection of rapid technical progress, extreme risk exposure, and growing regulatory scrutiny. While a range of external evaluations and safety frameworks have emerged, comparatively little attention…

Computers and Society · Computer Science 2025-12-19 Francesca Gomez , Adam Buick , Leah Ferentinos , Haelee Kim , Elley Lee

As artificial intelligence systems grow more capable and autonomous, frontier AI development poses potential systemic risks that could affect society at a massive scale. Current practices at many AI labs developing these systems lack…

Computers and Society · Computer Science 2025-06-03 Aidan Kierans , Kaley Rittichier , Utku Sonsayar , Avijit Ghosh

Knowing more about the data used to build AI systems is critical for allowing different stakeholders to play their part in ensuring responsible and appropriate deployment and use. Meanwhile, a 2023 report shows that data transparency lags…

Computers and Society · Computer Science 2024-09-06 Sophia Worth , Ben Snaith , Arunav Das , Gefion Thuermer , Elena Simperl

Frontier AI safety claims - published assertions that a highly capable general-purpose model is below a threshold of concern, adequately mitigated, or suitable for release - increasingly shape model deployment, governance, and public trust.…

Computers and Society · Computer Science 2026-05-12 Varad Vishwarupe , Nigel Shadbolt , Marina Jirotka , Ivan Flechais

AI and its relevant technologies, including machine learning, deep learning, chatbots, virtual assistants, and others, are currently undergoing a profound transformation of development and organizational processes within companies.…

Cryptography and Security · Computer Science 2024-12-11 Tingting Bi , Guangsheng Yu , Qin Wang

The risks of frontier AI may require international cooperation, which in turn may require verification: checking that all parties follow agreed-on rules. For instance, states might need to verify that powerful AI models are widely deployed…

Computers and Society · Computer Science 2025-07-29 Mauricio Baker , Gabriel Kulp , Oliver Marks , Miles Brundage , Lennart Heim

The widespread deployment of general-purpose AI (GPAI) systems introduces significant new risks. Yet the infrastructure, practices, and norms for reporting flaws in GPAI systems remain seriously underdeveloped, lagging far behind more…

Safety cases - clear, assessable arguments for the safety of a system in a given context - are a widely-used technique across various industries for showing a decision-maker (e.g. boards, customers, third parties) that a system is safe. In…

Computers and Society · Computer Science 2025-03-10 Benjamin Hilton , Marie Davidsen Buhl , Tomek Korbak , Geoffrey Irving

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

Model documentation plays a crucial role in promoting transparency and responsible development of AI systems. With the rise of Generative AI (GenAI), open-source platforms have increasingly become hubs for hosting and distributing these…

Human-Computer Interaction · Computer Science 2026-04-23 Ningjing Tang , Megan Li , Amy Winecoff , Michael Madaio , Hoda Heidari , Hong Shen
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