Freeze then Train: Towards Provable Representation Learning under Spurious Correlations and Feature Noise

Haotian Ye, James Zou, Linjun Zhang

The existence of spurious correlations such as image backgrounds in the training environment can make empirical risk minimization (ERM) perform badly in the test environment. To ad…