Wei Huang*

Representation Enhancement-Stabilization: Reducing Bias-Variance of Domain Generalization

"Domain Generalization (DG) focuses on enhancing the generalization of deep learning models trained on multiple source domains to adapt to unseen target domains. This paper explores DG through the lens of bias-variance decomposition, uncovering that test errors in DG predominantly arise from cross-d…