27 citations · 29 across the 4 of their papers we have counts for
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cs.LG2021★ 2 cited
Adversarial Attack on Graph Neural Networks as An Influence Maximization Problem
Jiaqi Ma, Junwei Deng, Qiaozhu Mei
Graph neural networks (GNNs) have attracted increasing interests. With broad deployments of GNNs in real-world applications, there is an urgent need for understanding the robustnes…
cs.LG2021★ 27 cited
Subgroup Generalization and Fairness of Graph Neural Networks
Jiaqi Ma, Junwei Deng, Qiaozhu Mei
Despite enormous successful applications of graph neural networks (GNNs), theoretical understanding of their generalization ability, especially for node-level tasks where data are…