Learning When the Concept Shifts: Confounding, Invariance, and Dimension Reduction

Kulunu Dharmakeerthi, YoonHaeng Hur, Tengyuan Liang

Practitioners often face the challenge of deploying prediction models in new environments with shifted distributions of covariates and responses. With observational data, such shif…