Breaking Spurious Correlations via Generative Randomization and Cross-Variant Self-Supervised Learning

Suraj Yadav, Anjaneya Sharma, Siddharth Yadav

Deep neural networks trained with Empirical Risk Minimization (ERM) often fail under distribution shifts because they exploit spurious correlations between object labels and backgr…