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Xitong Zhang

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#graph neural networks Sep 2026

Harnessing Trust in Directed Graphs: Redefining Robustness of Graph Learning

The findings show that the trust signals encoded in directed graphs can be harnessed to substantially improve the robustness of GNNs and point to a novel and promising direction for strengthening the robustness of graph deep learning.

Zhi-Chao Hou, Xitong Zhang, Wei Wang et al. · 0 citations

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