Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization
Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization
In this paper, we propose a novel domain generalization (DG) framework based on a new upper bound to the risk on the unseen domain. Particularly, our framework proposes to jointly minimize both the covariate-shift as well as the concept-shift between the seen domains for a better performance on the unseen …