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F. Doshi-Velez

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#human-computer interacti... Preprint Sep 2026

"ChatGPT, what am I missing?": Designing AI Workflows around Professional Task Structure to Shape Analytic AI Use

This work designed two scaffolded interfaces around the same negotiation scaffold: one presented a completed AI analysis, while the other supported user-directed, incremental development, which elicited a broader repertoire of analytic requests and lower subjective effort.

Zi-Lin Ma, Suzi Jazmati, Marco Chimenton et al. · 0 citations
Preprint Aug 2026

Algorithmic Impact Reveals the Hidden Social Choice Structure of Alignment

When an AI algorithm makes decisions that affect more than one person, aligning it becomes a problem of social choice: how should people's divergent preferences about system behavior be reconciled and aggregated into a single coherent model? The standard approach to aligning frontier AI models$\unicode{x2013}$reinforce...

Zachary Wojtowicz, Michelle Si, F. Doshi-Velez et al. · 0 citations

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