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Robust Node Classification on Graphs

Published in Proceedings of the 31st ACM International Conference on Information & Knowledge Management • Oct 16, 2022
NobleIDNI7P68W74R22S98
Authors:
Jun Zhuang
,
Mohammad Al Hasan

Abstract

Node classification using Graph Neural Networks (GNNs) has been widely applied in various real-world scenarios. However, in recent years, compelling evidence emerges that the performance of GNN-based node classification may deteriorate substantially by topological perturbation, such as random connec...

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