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cs.LG2026
Finite Audits of Model Updating: Coverage and Resolution of Paired Disparity Comparisons
Aaron Ceross
Finite audits can become more precise and decisive without reliably covering the change in subgroup disparity. We study the updating-minus-frozen difference in absolute subgroup ga…
eess.SY2026
Measuring Cross-Jurisdictional Transfer of Medical Device Risk Concepts with Explainable AI
Yu Han, Aaron Ceross
Medical device regulators in the United States(FDA), China (NMPA), and Europe (EU MDR) all use the language of risk, but classify devices through structurally different mechanisms.…