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arXiv:2207.09394cs.AI

Mimetic Models: Ethical Implications of AI that Acts Like You

Reid McIlroy-Young, Jon Kleinberg, Siddhartha Sen, Solon Barocas, Ashton Anderson

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Abstract

An emerging theme in artificial intelligence research is the creation of models to simulate the decisions and behavior of specific people, in domains including game-playing, text generation, and artistic expression. These models go beyond earlier approaches in the way they are tailored to individuals, and the way they are designed for interaction rather than simply the reproduction of fixed, pre-computed behaviors. We refer to these as mimetic models, and in this paper we develop a framework for characterizing the ethical and social issues raised by their growing availability. Our framework includes a number of distinct scenarios for the use of such models, and considers the impacts on a range of different participants, including the target being modeled, the operator who deploys the model, and the entities that interact with it.

arXiv comments
In Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society (AIES'22), August 1-3, 2022, Oxford, United Kingdom
Journal reference
DOI
doi:10.1145/3514094.3534177
Subjects
cs.AIArtificial Intelligence cs.CYComputers and Society

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