Bias as a Virtue: Rethinking Generalization under Distribution Shifts

Ruixuan Chen, Wentao Li, Jiahui Xiao +3

Machine learning models often degrade when deployed on data distributions different from their training data. Challenging conventional validation paradigms, we demonstrate that hig…