Beyond Pooling: Matching for Robust Generalization under Data Heterogeneity

Ayush Roy, Rudrasis Chakraborty, Lav Varshney +1

Pooling heterogeneous datasets across domains is a common strategy in representation learning, but naive pooling can amplify distributional asymmetries and yield biased estimators,…