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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

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

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

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

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

In the context of rapid discoveries by leaders in AI, governments must consider how to design regulation that matches the increasing pace of new AI capabilities. Regulatory Markets for AI is a proposal designed with adaptability in mind. It…

Artificial Intelligence · Computer Science 2023-03-07 Paolo Bova , Alessandro Di Stefano , The Anh Han

A global challenge in artificial intelligence (AI) regulation lies in achieving effective risk management without compromising innovation and technical progress. The European Union (EU) Artificial Intelligence Act represents the first…

Present practice of deciding on regulation faces numerous problems that make adopted regulations static, unexplained, unduly influenced by powerful interest groups, and stained with a perception of illegitimacy. These well-known problems…

Computers and Society · Computer Science 2026-04-02 Thomas Hofweber , Andreas Sudmann , Evangelos Pournaras

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…

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

Human behaviors are regularized by a variety of norms or regulations, either to maintain orders or to enhance social welfare. If artificially intelligent (AI) agents make decisions on behalf of human beings, we would hope they can also…

Computer Science and Game Theory · Computer Science 2019-10-28 Fan-Yun Sun , Yen-Yu Chang , Yueh-Hua Wu , Shou-De Lin

AI companies increasingly develop and deploy privacy-enhancing technologies, bias-constraining measures, evaluation frameworks, and alignment techniques -- framing them as addressing concerns related to data privacy, algorithmic fairness,…

Computers and Society · Computer Science 2025-10-03 Rui-Jie Yew , Brian Judge

This article addresses the societal costs associated with the lack of regulation in Artificial Intelligence and proposes a framework combining innovation and regulation. Over fifty years of AI research, catalyzed by declining computing…

Computers and Society · Computer Science 2025-02-14 Paulo Carvão

With increasing digitalization, Artificial Intelligence (AI) is becoming ubiquitous. AI-based systems to identify, optimize, automate, and scale solutions to complex economic and societal problems are being proposed and implemented. This…

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

Much work in AI deals with the selection of proper actions in a given (known or unknown) environment. However, the way to select a proper action when facing other agents is quite unclear. Most work in AI adopts classical game-theoretic…

Computer Science and Game Theory · Computer Science 2011-06-24 M. Tennenholtz

Fervent calls for more robust governance of the harms associated with artificial intelligence (AI) are leading to the adoption around the world of what regulatory scholars have called a management-based approach to regulation. Recent…

Artificial Intelligence · Computer Science 2024-06-28 Cary Coglianese , Colton R. Crum

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

Regulation of advanced technologies such as Artificial Intelligence (AI) has become increasingly important, given the associated risks and apparent ethical issues. With the great benefits promised from being able to first supply such…

Artificial Intelligence · Computer Science 2022-01-05 Theodor Cimpeanu , Francisco C. Santos , Luis Moniz Pereira , Tom Lenaerts , The Anh Han
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