Bayesian Neural Controlled Differential Equations for Uncertainty-Aware Treatment Effect Estimation in Continuous Time
Our Bayesian neural controlled differential equation (BNCDE) model provides meaningful posterior predictive distributions of potential outcomes, enabling reliable decision-making in personalized medicine.
