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Jintang Li

1 paper indexed

arxivcs.LG2026-07-16

Grad2Fair: A Gradient-driven Approach for Graph Fairness without Demographics

Yuchang Zhu, Zezhong Xie, Huizhe Zhang, Huazhen Zhong, Jintang Li, Liang Chen, et al.

Graph neural networks (GNNs) frequently encounter group fairness issues, often yielding biased predictions against specific demographic groups defined by sensitive attributes such as gender or race. While this challenge has motivated extensive research, most existing solutions re…

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