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This paper argues that market governance mechanisms should be considered a key approach in the governance of artificial intelligence (AI), alongside traditional regulatory frameworks. While current governance approaches have predominantly…

General Economics · Economics 2025-03-06 Philip Moreira Tomei , Rupal Jain , Matija Franklin

There is general agreement that some form of regulation is necessary both for AI creators to be incentivised to develop trustworthy systems, and for users to actually trust those systems. But there is much debate about what form these…

We propose a new model for regulation to achieve AI safety: global regulatory markets. We first sketch the model in general terms and provide an overview of the costs and benefits of this approach. We then demonstrate how the model might…

Computers and Society · Computer Science 2025-04-25 Jack Clark , Gillian K. Hadfield

Appropriately regulating artificial intelligence is an increasingly urgent and widespread policy challenge. We identify two primary, competing problem. First is a technical deficit: Legislatures and regulatory face significant challenges in…

Artificial Intelligence · Computer Science 2026-02-04 Gillian K. Hadfield , Jack Clark

The field of Artificial Intelligence (AI) is going through a period of great expectations, introducing a certain level of anxiety in research, business and also policy. This anxiety is further energised by an AI race narrative that makes…

Artificial Intelligence · Computer Science 2021-06-09 The Anh Han , Luis Moniz Pereira , Tom Lenaerts , Francisco C. Santos

The rapid integration of Artificial Intelligence (AI)-based systems offers benefits for various domains of the economy and society but simultaneously raises concerns due to emerging scandals. These scandals have led to the increasing…

Computers and Society · Computer Science 2024-11-28 L. H. Nguyen , S. Lins , G. Du , A. Sunyaev

While high-stakes ML applications demand strict regulations, strategic ML providers often evade them to lower development costs. To address this challenge, we cast AI regulation as a mechanism design problem under uncertainty and introduce…

Machine Learning · Computer Science 2026-03-06 Anurag Singh , Julian Rodemann , Rajeev Verma , Siu Lun Chau , Krikamol Muandet

Identifying and then implementing an effective response to disruptive new AI technologies is enormously challenging for any business looking to integrate AI into their operations, as well as regulators looking to leverage AI-related…

General Economics · Economics 2024-07-30 Mark Fenwick , Erik P. M. Vermeulen , Marcelo Corrales Compagnucci

This paper investigates the complex interplay between AI developers, regulators, users, and the media in fostering trustworthy AI systems. Using evolutionary game theory and large language models (LLMs), we model the strategic interactions…

With increasing ubiquity of artificial intelligence (AI) in modern societies, individual countries and the international community are working hard to create an innovation-friendly, yet safe, regulatory environment. Adequate regulation is…

Computers and Society · Computer Science 2020-05-25 Olivia J. Erdélyi , Judy Goldsmith

In an era of "moving fast and breaking things", regulators have moved slowly to pick up the safety, bias, and legal debris left in the wake of broken Artificial Intelligence (AI) deployment. While there is much-warranted discussion about…

Computer Science and Game Theory · Computer Science 2026-05-08 Marco Bornstein , Zora Che , Suhas Julapalli , Abdirisak Mohamed , Amrit Singh Bedi , Furong Huang

In this paper we outline a proposal for improving the governance of artificial intelligence (AI) by investing in government capacity to systematically measure and monitor the capabilities and impacts of AI systems. If adopted, this would…

Computers and Society · Computer Science 2021-09-01 Jess Whittlestone , Jack Clark

Artificial Intelligence (AI) and the regulation thereof is a topic that is increasingly being discussed within various fora. Various proposals have been made in literature for defining regulatory bodies and/or related regulation. In this…

Computers and Society · Computer Science 2021-08-23 Joshua Ellul , Stephen McCarthy , Trevor Sammut , Juanita Brockdorff , Matthew Scerri , Gordon J. Pace

Artificial Intelligence (AI) is increasingly central to economic growth, promising new efficiencies and markets. This economic significance has sparked debate over AI regulation: do rules and oversight bolster long term growth by building…

Computers and Society · Computer Science 2025-04-04 Vikram Kulothungan , Priya Ranjani Mohan , Deepti Gupta

Certainty around the regulatory environment is crucial to enable responsible AI innovation and foster the social acceptance of these powerful new technologies. One notable source of uncertainty is, however, that the existing legal liability…

Computers and Society · Computer Science 2020-05-20 Olivia J. Erdélyi , Gábor Erdélyi

AI safety is an increasingly urgent concern as the capabilities and adoption of AI systems grow. Existing evolutionary models of AI governance have primarily examined incentives for safe development and effective regulation, typically…

We study AI alignment through the lens of law-and-economics models of deterrence and enforcement. In these models, misconduct is not treated as an external failure, but as a strategic response to incentives: an actor weighs the gain from…

Machine Learning · Computer Science 2026-05-12 Rohit Agarwal , Joshua Lin , Mark Braverman , Elad Hazan

Increasingly, laws are being proposed and passed by governments around the world to regulate Artificial Intelligence (AI) systems implemented into the public and private sectors. Many of these regulations address the transparency of AI…

Computers and Society · Computer Science 2022-07-05 Andrew Bell , Oded Nov , Julia Stoyanovich

Artificial intelligence (AI) trends vary significantly across global regions, shaping the trajectory of innovation, regulation, and societal impact. This variation influences how different regions approach AI development, balancing…

Computers and Society · Computer Science 2025-04-02 Vikram Kulothungan , Deepti Gupta

With the introduction of Artificial Intelligence (AI) and related technologies in our daily lives, fear and anxiety about their misuse as well as the hidden biases in their creation have led to a demand for regulation to address such…

Artificial Intelligence · Computer Science 2021-04-09 The Anh Han , Tom Lenaerts , Francisco C. Santos , Luis Moniz Pereira
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