Mateo Espinosa Zarlenga*

Efficient Bias Mitigation Without Privileged Information

"Deep neural networks trained via empirical risk minimization often exhibit significant performance disparities across groups, particularly when group and task labels are spuriously correlated (e.g., “grassy background” and “cows”). Existing bias mitigation methods that aim to address this issue oft…