A transformer foundation model is trained on synthetic data from a novel prior over continuous-treatment data-generating processes to predict treatment-response curves via in-context learning without task-specific fine-tuning.
Estimation of the warfarin dose with clinical and pharmacogenetic data.New England Journal of Medicine, 360(8):753–764, 2009
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Causal Foundation Models with Continuous Treatments
A transformer foundation model is trained on synthetic data from a novel prior over continuous-treatment data-generating processes to predict treatment-response curves via in-context learning without task-specific fine-tuning.