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cs.LG2021
A Graph Data Augmentation Strategy with Entropy Preservation
Xue Liu, Dan Sun, Wei Wei
The Graph Convolutional Networks (GCN) proposed by Kipf and Welling is an effective model for semi-supervised learning, but faces the obstacle of over-smoothing, which will weaken…
cs.LG2021
Graph Classification Based on Skeleton and Component Features
Xue Liu, Wei Wei, Xiangnan Feng +2
Most existing popular methods for learning graph embedding only consider fixed-order global structural features and lack structures hierarchical representation. To address this wea…