cs.LG, stat.ME, stat.ML

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

arXiv:2406.15904v2 Announce Type: replace-cross
Abstract: Practitioners often face the challenge of deploying prediction models in new environments with shifted distributions of covariates and responses. With observational data, such shifts are often …