Fair Adversarial Instance Re-weighting (FAIR)

The proposed framework was tested on four datasets, three of which are commonly used benchmarks. Two datasets (German credit and Adult income) come from the UCI ML repository [44]. To our knowledge the Hospital readmission dataset was used in this paper for the first time in the context of fairness.