Robust Treatment-Effect Learning Beyond Binary Treatments: Stabilized Weighting with Deep Representation

Modern scientific, medical, and policy decisions increasingly rely on observational data to evaluate the effects of interventions such as medical treatments, public programs, and behavioral exposures. Many of these interventions are multi-level or continuous, such as medication dosage or program participation intensity, rather than simple binary…