Accounting for AI and Users Shaping One Another: The Role of Mathematical Models

arXiv:2404.12366v1 Announce Type: new
Abstract: As AI systems enter into a growing number of societal domains, these systems increasingly shape and are shaped by user preferences, opinions, and behaviors. However, the design of AI systems rarely accounts for how AI and users shape one another. In this position paper, we argue for the development of formal interaction models which mathematically specify how AI and users shape one another. Formal interaction models can be leveraged to (1) specify interactions for implementation, …

abstract accounting ai systems arxiv cs.cy cs.gt cs.ir cs.lg design domains however opinions role systems type