On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections

Peizhao Li, Yifei Wang, Han Zhao, Pengyu Hong, Hongfu Liu

Abstract: Disparate impact has raised serious concerns in machine learning applications and its societal impacts. In response to the need of mitigating discrimination, fairness has been regarded as a crucial...