Guidelines for Integrating Value Sensitive Design in Responsible AI Toolkits
Proceedings of the CHI Conference on Human Factors in Computing Systems(2024)
摘要
Value Sensitive Design (VSD) is a framework for integrating human values
throughout the technology design process. In parallel, Responsible AI (RAI)
advocates for the development of systems aligning with ethical values, such as
fairness and transparency. In this study, we posit that a VSD approach is not
only compatible, but also advantageous to the development of RAI toolkits. To
empirically assess this hypothesis, we conducted four workshops involving 17
early-career AI researchers. Our aim was to establish links between VSD and RAI
values while examining how existing toolkits incorporate VSD principles in
their design. Our findings show that collaborative and educational design
features within these toolkits, including illustrative examples and open-ended
cues, facilitate an understanding of human and ethical values, and empower
researchers to incorporate values into AI systems. Drawing on these insights,
we formulated six design guidelines for integrating VSD values into the
development of RAI toolkits.
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