Conceptualizing the Relationship between AI Explanations and User Agency

Autor:	Adenuga, Iyadunni, Dodge, Jonathan
Rok vydání:	2023
Předmět:	Computer Science - Human-Computer Interaction Computer Science - Computers and Society
Druh dokumentu:	Working Paper
Popis:	We grapple with the question: How, for whom and why should explainable artificial intelligence (XAI) aim to support the user goal of agency? In particular, we analyze the relationship between agency and explanations through a user-centric lens through case studies and thought experiments. We find that explanation serves as one of several possible first steps for agency by allowing the user convert forethought to outcome in a more effective manner in future interactions. Also, we observe that XAI systems might better cater to laypersons, particularly "tinkerers", when combining explanations and user control, so they can make meaningful changes. Comment: CHI 2023 Workshop: Human-Centered Explainable AI (HCXAI)
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2312.03193 Zobrazit plný text záznamu View this record from Arxiv