On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods

10 July 2022

Papers citing "On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods"

5 / 5 papers shown

Title
Unveiling the Impact of Local Homophily on GNN Fairness: In-Depth Analysis and New Benchmarks Donald Loveland Danai Koutra 23 1 0 05 Oct 2024
Fairness-Aware Graph Neural Networks: A Survey April Chen Ryan A. Rossi Namyong Park Puja Trivedi Yu-Chiang Frank Wang Tong Yu Sungchul Kim Franck Dernoncourt Nesreen K. Ahmed 14 6 0 08 Jul 2023
Homophily-oriented Heterogeneous Graph Rewiring Jiayan Guo Lun Du Wendong Bi Qiang Fu Xiaojun Ma Xu Chen Shi Han Dongmei Zhang Yan Zhang 16 26 0 13 Feb 2023
How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications Jiong Zhu Junchen Jin Donald Loveland Michael T. Schaub Danai Koutra AAML 6 20 0 14 Jun 2021
Beyond Low-frequency Information in Graph Convolutional Networks Deyu Bo Xiao Wang C. Shi Huawei Shen GNN 84 445 0 04 Jan 2021