How Useful is Causal Invariance for Domain Adaptation in Finite-Sample Settings?

Julia Kostin, Kasra Jalaldoust, Elias Bareinboim +2

Machine learning models often degrade when they are deployed on a target distribution that differs from the source distributions they were trained on. Recent work in causality-base…