Guidelines for Integrating Value Sensitive Design in Responsible AI Toolkits

要旨

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.

著者
Malak Sadek
Imperial College London, London, United Kingdom
Marios Constantinides
Nokia Bell Labs, Cambridge, United Kingdom
Daniele Quercia
Nokia Bell Labs, Cambridge, United Kingdom
Celine Mougenot
Imperia College London, London, United Kingdom
論文URL

doi.org/10.1145/3613904.3642810

動画

会議: CHI 2024

The ACM CHI Conference on Human Factors in Computing Systems (https://chi2024.acm.org/)

セッション: Designing with Users

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5 件の発表
2024-05-16 01:00:00
2024-05-16 02:20:00