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cs.LG2022★ 2 cited
ASGNN: Graph Neural Networks with Adaptive Structure
Zepeng Zhang, Songtao Lu, Zengfeng Huang +1
The graph neural network (GNN) models have presented impressive achievements in numerous machine learning tasks. However, many existing GNN models are shown to be vulnerable to adv…
cs.LG2022★ 1 cited
Towards Understanding Graph Neural Networks: An Algorithm Unrolling Perspective
Zepeng Zhang, Ziping Zhao
The graph neural network (GNN) has demonstrated its superior performance in various applications. The working mechanism behind it, however, remains mysterious. GNN models are desig…