From Preference Elicitation to Participatory ML: A Critical Survey & Guidelines for Future Research
Published in AIES, 2023
Recommended citation: Feffer, M., Skirpan, M., Lipton, Z. C., & Heidari, H. (2023). From Preference Elicitation to Participatory ML: A Critical Survey & Guidelines for Future Research. AIES (2023) https://dl.acm.org/doi/abs/10.1145/3600211.3604661
We critically examine the leap from structured preference elicitation to participatory design for value alignment. Through an extensive literature review and comparative analysis of several existing methods, we outline ten axes along which participation (by non-technical stakeholders) should be evaluated.
Recommended citation: Feffer, M., Skirpan, M., Lipton, Z. C., & Heidari, H. (2023). From Preference Elicitation to Participatory ML: A Critical Survey & Guidelines for Future Research. AIES (2023)