When Data Imbalance Helps: Robust Generalization Through Shortcut Saturation

Cheng-Ting Chou, Duc Binh Hoang

We study robust generalization under spurious correlations: tasks where a shortcut feature is correlated with the true label in training but anti-correlated in an adversarial held-…