98 citations · 121 across the 17 of their papers we have counts for
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cs.LG2023
SoUnD Framework: Analyzing (So)cial Representation in (Un)structured (D)ata
Mark Díaz, Sunipa Dev, Emily Reif +2
The unstructured nature of data used in foundation model development is a challenge to systematic analyses for making data use and documentation decisions. From a Responsible AI pe…
cs.LG2022★ 1 cited
Auditing Algorithmic Fairness in Machine Learning for Health with Severity-Based LOGAN
Anaelia Ovalle, Sunipa Dev, Jieyu Zhao +2
Auditing machine learning-based (ML) healthcare tools for bias is critical to preventing patient harm, especially in communities that disproportionately face health inequities. Gen…