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Discussions regarding the dual use of foundation models and the risks they pose have overwhelmingly focused on a narrow set of use cases and national security directives-in particular, how AI may enable the efficient construction of a class…

Computers and Society · Computer Science 2024-10-22 Heidy Khlaaf , Sarah Myers West , Meredith Whittaker

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

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

AI is undergoing a paradigm shift with the rise of models (e.g., BERT, DALL-E, GPT-3) that are trained on broad data at scale and are adaptable to a wide range of downstream tasks. We call these models foundation models to underscore their…

Machine Learning · Computer Science 2022-07-14 Rishi Bommasani , Drew A. Hudson , Ehsan Adeli , Russ Altman , Simran Arora , Sydney von Arx , Michael S. Bernstein , Jeannette Bohg , Antoine Bosselut , Emma Brunskill , Erik Brynjolfsson , Shyamal Buch , Dallas Card , Rodrigo Castellon , Niladri Chatterji , Annie Chen , Kathleen Creel , Jared Quincy Davis , Dora Demszky , Chris Donahue , Moussa Doumbouya , Esin Durmus , Stefano Ermon , John Etchemendy , Kawin Ethayarajh , Li Fei-Fei , Chelsea Finn , Trevor Gale , Lauren Gillespie , Karan Goel , Noah Goodman , Shelby Grossman , Neel Guha , Tatsunori Hashimoto , Peter Henderson , John Hewitt , Daniel E. Ho , Jenny Hong , Kyle Hsu , Jing Huang , Thomas Icard , Saahil Jain , Dan Jurafsky , Pratyusha Kalluri , Siddharth Karamcheti , Geoff Keeling , Fereshte Khani , Omar Khattab , Pang Wei Koh , Mark Krass , Ranjay Krishna , Rohith Kuditipudi , Ananya Kumar , Faisal Ladhak , Mina Lee , Tony Lee , Jure Leskovec , Isabelle Levent , Xiang Lisa Li , Xuechen Li , Tengyu Ma , Ali Malik , Christopher D. Manning , Suvir Mirchandani , Eric Mitchell , Zanele Munyikwa , Suraj Nair , Avanika Narayan , Deepak Narayanan , Ben Newman , Allen Nie , Juan Carlos Niebles , Hamed Nilforoshan , Julian Nyarko , Giray Ogut , Laurel Orr , Isabel Papadimitriou , Joon Sung Park , Chris Piech , Eva Portelance , Christopher Potts , Aditi Raghunathan , Rob Reich , Hongyu Ren , Frieda Rong , Yusuf Roohani , Camilo Ruiz , Jack Ryan , Christopher Ré , Dorsa Sadigh , Shiori Sagawa , Keshav Santhanam , Andy Shih , Krishnan Srinivasan , Alex Tamkin , Rohan Taori , Armin W. Thomas , Florian Tramèr , Rose E. Wang , William Wang , Bohan Wu , Jiajun Wu , Yuhuai Wu , Sang Michael Xie , Michihiro Yasunaga , Jiaxuan You , Matei Zaharia , Michael Zhang , Tianyi Zhang , Xikun Zhang , Yuhui Zhang , Lucia Zheng , Kaitlyn Zhou , Percy Liang

A spirited debate is taking place over the regulation of open foundation models: artificial intelligence models whose underlying architectures and parameters are made public and can be inspected, modified, and run by end users. Proposed…

Computers and Society · Computer Science 2024-08-20 Masao Dahlgren

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…

As foundation models grow in both popularity and capability, researchers have uncovered a variety of ways that the models can pose a risk to the model's owner, user, or others. Despite the efforts of measuring these risks via benchmarks and…

Cryptography and Security · Computer Science 2025-06-04 David Piorkowski , Michael Hind , John Richards , Jacquelyn Martino

Foundation models could eventually introduce several pathways for undermining state security: accidents, inadvertent escalation, unintentional conflict, the proliferation of weapons, and the interference with human diplomacy are just a few…

Foundation models--such as GPT, CLIP, and DINO--have achieved revolutionary progress in the past several years and are commonly believed to be a promising approach for general-purpose AI. In particular, self-supervised learning is adopted…

Cryptography and Security · Computer Science 2023-06-12 Jinyuan Jia , Hongbin Liu , Neil Zhenqiang Gong

Risk thresholds provide a measure of the level of risk exposure that a society or individual is willing to withstand, ultimately shaping how we determine the safety of technological systems. Against the backdrop of the Cold War, the first…

Computers and Society · Computer Science 2025-04-22 Heidy Khlaaf , Sarah Myers West

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

Artificial intelligence is humanity's most promising technology because of the remarkable capabilities offered by foundation models. Yet, the same technology brings confusion and consternation: foundation models are poorly understood and…

Artificial Intelligence · Computer Science 2025-07-01 Rishi Bommasani

This paper presents a theoretical analysis and practical approach to the moral responsibilities when developing AI systems for non-military applications that may nonetheless be used for conflict applications. We argue that AI represents a…

Computers and Society · Computer Science 2024-02-06 Daniel Trusilo , David Danks

With the capability to write convincing and fluent natural language and generate code, Foundation Models present dual-use concerns broadly and within the cyber domain specifically. Generative AI has already begun to impact cyberspace…

Cryptography and Security · Computer Science 2024-10-25 Kade M. Heckel , Adrian Weller

Responding to the rapid roll-out and large-scale commercialization of foundation models, large language models, and generative AI, an emerging body of work is shedding light on the myriad impacts these technologies are having across…

International institutions may have an important role to play in ensuring advanced AI systems benefit humanity. International collaborations can unlock AI's ability to further sustainable development, and coordination of regulatory efforts…

Military and economic strategic competitiveness between nation-states will increasingly be defined by the capability and cost of their frontier artificial intelligence models. Among the first areas of geopolitical advantage granted by such…

Today's leading AI models engage in sophisticated behaviour when placed in strategic competition. They spontaneously attempt deception, signaling intentions they do not intend to follow; they demonstrate rich theory of mind, reasoning about…

Artificial Intelligence · Computer Science 2026-02-17 Kenneth Payne

In recent years we have seen substantial advances in foundation models for artificial intelligence, including language, vision, and multimodal models. Recent studies have highlighted the potential of using foundation models in geospatial…

Artificial Intelligence · Computer Science 2023-10-13 Jinmeng Rao , Song Gao , Gengchen Mai , Krzysztof Janowicz

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
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