Pranava Singhal

PairNet: Training with Observed Pairs to Estimate Individual Treatment Effect

Given a dataset of individuals each described by a covariate vector, a treatment, and an observed outcome on the treatment, the goal of the individual treatment effect (ITE) estimation task is to predict outcome changes resulting from a change in treatment. A fundamental challenge is that in the obs…