Overcoming Representation Bias in Fairness-Aware Data Repair Using Optimal Transport: A Bayesian Nonparametric Approach

This research paper proposes a novel method for repairing data to mitigate AI unfairness, specifically addressing the challenge of representation bias by employing a Bayesian nonparametric stopping rule to ensure complete learning of all subgroup data distributions.