FairExpand: Individual Fairness on Graphs with Partial Similarity Information

Rebecca Salganik, Yibin Wang, Guillaume Salha-Galvan +1

Individual fairness, which requires that similar individuals should be treated similarly by algorithmic systems, has become a central principle in fair machine learning. Individual…