Data Debiasing with Datamodels (D3M): Improving Subgroup Robustness via Data Selection

Saachi Jain, Kimia Hamidieh, Kristian Georgiev +3

Machine learning models can fail on subgroups that are underrepresented during training. While techniques such as dataset balancing can improve performance on underperforming group…