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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 -…
cs.CY2026
Healthcare LLM Benchmarks Are Only as Good as Their Explicit Assumptions
Naveen Raman, Santiago Cortes-Gomez, Mateo Dulce Rubio +2
Benchmarks are necessary for healthcare evaluation, but are not sufficient for predicting deployment performance. Our position is that the evaluation--deployment gap arises not bec…