Being Pragmatic About Reliance and Trust in Artificial Intelligence

Abstract

The ongoing debate about reliance and trust in artificial intelligence (AI) systems continues to challenge our understanding and application of these concepts in human-AI interactions. In this work, we argue for a pragmatic approach to defining reliance and trust in AI. Our approach is grounded in three expectations that should guide human-AI interactions: appropriate reliance, efficiency, and motivation by objective reasons. By focusing on these expectations, we show that it is possible to reconcile reliance with trust in a manner that is both theoretically sound and practically useful. To do so, one needs to re-frame trust in AI as a quantitative property of reliance that is antithetical to the investment of resources during the interaction with the system. Our reliance-centered framework does not dismiss the concept of trust in AI but repositions it as a key property of reliance, offering a practical alternative to rational or motivational accounts. As AI continues to integrate into society, particularly in high-stakes environments like healthcare, our pragmatic approach provides a practical and meaningful framework for addressing the nuances of trust in AI.

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