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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…

We introduce a risk assessment framework for digital identification systems, as well as recommended best practices to enhance privacy, security, and other desirable properties in these systems. To generate these resources, we created a…

Computers and Society · Computer Science 2025-07-22 Allison Woodruff , Dirk Balfanz , Will Drewry , Mariana Raykova

As foundation models have accumulated hundreds of millions of users, developers have begun to take steps to prevent harmful types of uses. One salient intervention that foundation model developers adopt is acceptable use policies: legally…

Computers and Society · Computer Science 2024-11-26 Kevin Klyman

Increasingly multi-purpose AI models, such as cutting-edge large language models or other 'general-purpose AI' (GPAI) models, 'foundation models,' generative AI models, and 'frontier models' (typically all referred to hereafter with the…

Artificial Intelligence · Computer Science 2025-07-01 Anthony M. Barrett , Jessica Newman , Brandie Nonnecke , Nada Madkour , Dan Hendrycks , Evan R. Murphy , Krystal Jackson , Deepika Raman

The trustworthiness of AI applications has been the subject of recent research and is also addressed in the EU's recently adopted AI Regulation. The currently emerging foundation models in the field of text, speech and image processing…

The recent development of powerful AI systems has highlighted the need for robust risk management frameworks in the AI industry. Although companies have begun to implement safety frameworks, current approaches often lack the systematic…

Artificial Intelligence · Computer Science 2025-02-20 Simeon Campos , Henry Papadatos , Fabien Roger , Chloé Touzet , Otter Quarks , Malcolm Murray

In this report, we propose the implementation of national registries for frontier AI models as a foundational tool for AI governance. We explore the rationale, design, and implementation of such registries, drawing on comparisons with…

Computers and Society · Computer Science 2024-10-15 Elliot McKernon , Gwyn Glasser , Deric Cheng , Gillian Hadfield

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

The recent release of large language model (LLM) based chatbots, such as ChatGPT, has attracted huge interest in foundation models. It is widely believed that foundation models will serve as the fundamental building blocks for future AI…

Software Engineering · Computer Science 2024-01-23 Qinghua Lu , Liming Zhu , Xiwei Xu , Yue Liu , Zhenchang Xing , Jon Whittle

Foundation models are critical digital technologies with sweeping societal impact that necessitates transparency. To codify how foundation model developers should provide transparency about the development and deployment of their models, we…

Machine Learning · Computer Science 2024-07-19 Rishi Bommasani , Kevin Klyman , Shayne Longpre , Betty Xiong , Sayash Kapoor , Nestor Maslej , Arvind Narayanan , Percy Liang

The release of ChatGPT, Gemini, and other large language model has drawn huge interests on foundations models. There is a broad consensus that foundations models will be the fundamental building blocks for future AI systems. However, there…

Computation and Language · Computer Science 2024-07-17 Qinghua Lu , Liming Zhu , Xiwei Xu , Zhenchang Xing , Jon Whittle

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

A concern about cutting-edge or "frontier" AI foundation models is that an adversary may use the models for preparing chemical, biological, radiological, nuclear, (CBRN), cyber, or other attacks. At least two methods can identify foundation…

Cryptography and Security · Computer Science 2024-05-21 Anthony M. Barrett , Krystal Jackson , Evan R. Murphy , Nada Madkour , Jessica Newman

Current regulations on powerful AI capabilities are narrowly focused on "foundation" or "frontier" models. However, these terms are vague and inconsistently defined, leading to an unstable foundation for governance efforts. Critically,…

Computers and Society · Computer Science 2024-09-27 Ritwik Gupta , Leah Walker , Rodolfo Corona , Stephanie Fu , Suzanne Petryk , Janet Napolitano , Trevor Darrell , Andrew W. Reddie

Evaluating the safety of AI Systems is a pressing concern for organizations deploying them. In addition to the societal damage done by the lack of fairness of those systems, deployers are concerned about the legal repercussions and the…

Rapidly advancing artificial intelligence (AI) systems introduce novel, uncertain, and potentially catastrophic risks. Managing these risks requires a mature risk-management infrastructure whose cornerstone is rigorous risk modeling. We…

Rapidly evolving AI exhibits increasingly strong autonomy and goal-directed capabilities, accompanied by derivative systemic risks that are more unpredictable, difficult to control, and potentially irreversible. However, current AI safety…

Artificial intelligence risks are multidimensional in nature, as the same risk scenarios may have legal, operational, and financial risk dimensions. With the emergence of new AI regulations, the state of the art of artificial intelligence…

Computers and Society · Computer Science 2025-09-24 Luis Enriquez Alvarez

When AI interacts with the physical world -- as a robot or an assistive agent -- new safety challenges emerge beyond those of purely ``digital AI". In such interactions, the potential for physical harm is direct and immediate. How well do…

The rapid advancement of foundation models in medical imaging represents a significant leap toward enhancing diagnostic accuracy and personalized treatment. However, the deployment of foundation models in healthcare necessitates a rigorous…

Computer Vision and Pattern Recognition · Computer Science 2024-10-08 Congzhen Shi , Ryan Rezai , Jiaxi Yang , Qi Dou , Xiaoxiao Li
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