arxivcs.LGcs.AIcs.IRq-bio.QM2026-07-21
Biological Amnesia in ICU Time-Series Prediction: A Drift-Adaptive Two-Stream Architecture with Temporal Retrieval
Fatema Ferdous Tamanna, K. M. Merajul Arefin, Md. Abdul Masud
Background: Clinical decision support systems degrade silently as treatment protocols evolve, yet standard adaptation methods treat models as monolithic blocks, unable to distinguish stable patient physiology from shifting institutional practice. Methods: We propose an adaptive c…