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cs.LG2025
Amortized In-Context Mixed Effect Transformer Models: A Zero-Shot Approach for Pharmacokinetics
César Ali Ojeda Marin, Wilhelm Huisinga, Purity Kavwele +2
Accurate dose-response forecasting under sparse sampling is central to precision pharmacotherapy. We present the Amortized In-Context Mixed-Effect Transformer (AICMET) model, a tra…
stat.CO2025
Hierarchical Bayesian estimation for continual learning during model-informed precision dosing
Franziska Thoma, Niklas Hartung, Manfred Opper +1
Model informed precision dosing (MIPD) is a Bayesian framework to individualize drug therapy based on prior knowledge and patient-specific monitoring data. Typically, prior knowled…