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cs.LG2022★ 1 cited
Bias Mitigation Framework for Intersectional Subgroups in Neural Networks
Narine Kokhlikyan, Bilal Alsallakh, Fulton Wang +3
We propose a fairness-aware learning framework that mitigates intersectional subgroup bias associated with protected attributes. Prior research has primarily focused on mitigating…
cs.LG2017★ 3 cited
Extreme Dimension Reduction for Handling Covariate Shift
Fulton Wang, Cynthia Rudin
In the covariate shift learning scenario, the training and test covariate distributions differ, so that a predictor's average loss over the training and test distributions also dif…