Invariance Pair Guidance: Robustness to Spurious Correlations via Corrective Gradients

Martin Surner, Abdelmajid Khelil, Ludwig Bothmann

Machine learning models are inherently bound to the distribution of the training data, often exploiting non-causal shortcuts. As a result, achieving robustness to spurious correlat…