Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations

Michael Zhang, Nimit S. Sohoni, Hongyang R. Zhang +2

Spurious correlations pose a major challenge for robust machine learning. Models trained with empirical risk minimization (ERM) may learn to rely on correlations between class labe…