50 citations · 131 across the 21 of their papers we have counts for
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cs.CY2026
Bridging Predictions and Interventions: An Integrated Framework for Automated Decision-Systems
Inioluwa Deborah Raji, Lydia T. Liu, Angela Zhou +27
Automated decision systems (ADS) leverage predictions about individual future outcomes to inform consequential decision-making in organizational settings. Across various settings -…
stat.ML2026
Beyond the Training Distribution: Evaluating Predictions Under Distribution Shift and Selection Bias
Annie Ulichney, Amanda Coston
Understanding how a prediction model will perform in a new environment before deployment is essential to preventing harm when algorithms inform decision-making. Two common sources…
stat.ME2026
Falsifying Discriminant Validity of Predictive Algorithms
Amanda Coston
Empirical investigations into unintended model behavior often show that the algorithm is predicting another outcome than what was intended. These exposés highlight the need to iden…