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cs.LG2024
Learning Explainable Treatment Policies with Clinician-Informed Representations: A Practical Approach
Johannes O. Ferstad, Emily B. Fox, David Scheinker +1
Digital health interventions (DHIs) and remote patient monitoring (RPM) have shown great potential in improving chronic disease management through personalized care. However, barri…
cs.LG2024
Hybrid Neural ODE Causal Modeling and an Application to Glycemic Response
Bob Junyi Zou, Matthew E. Levine, Dessi P. Zaharieva +2
Hybrid models composing mechanistic ODE-based dynamics with flexible and expressive neural network components have grown rapidly in popularity, especially in scientific domains whe…