Topology matters: achieving fairness in graph neural networks through heterophily propagation
Crossref DOI link: https://doi.org/10.1007/s11432-025-4722-2
Published Online: 2026-01-15
Published Print: 2026-03
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Wang, Yuge
Yang, Xibei
Liu, Keyu
Sun, Qiguo
Ding, Weiping
Qian, Yuhua
Text and Data Mining valid from 2026-01-15
Version of Record valid from 2026-01-15
Article History
Received: 20 April 2025
Revised: 5 October 2025
Accepted: 28 November 2025
First Online: 15 January 2026