Mitigating Shortcut Learning with InterpoLated Learning

Michalis Korakakis, Andreas Vlachos, Adrian Weller

Empirical risk minimization (ERM) incentivizes models to exploit shortcuts, i.e., spurious correlations between input attributes and labels that are prevalent in the majority of th…