Adding LwF or EWC regularizers to GroupDRO or resampling preserves best-group accuracy while still improving worst-group accuracy on Waterbirds, CelebA, and CheXpert.
On feature learning in the presence of spurious correlations,
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BM-CL: Bias Mitigation through the lens of Continual Learning
Adding LwF or EWC regularizers to GroupDRO or resampling preserves best-group accuracy while still improving worst-group accuracy on Waterbirds, CelebA, and CheXpert.