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cs.LG2019★ 46 cited
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation
Jiawei Zhang, Lin Meng
The existing graph neural networks (GNNs) based on the spectral graph convolutional operator have been criticized for its performance degradation, which is especially common for th…
cs.LG2019
Graph Neural Lasso for Dynamic Network Regression
Yixin Chen, Lin Meng, Jiawei Zhang
The regression of multiple inter-connected sequence data is a problem in various disciplines. Formally, we name the regression problem of multiple inter-connected data entities as…
cs.LG2019
IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification
Lin Meng, Jiawei Zhang
Deep learning models have achieved huge success in numerous fields, such as computer vision and natural language processing. However, unlike such fields, it is hard to apply tradit…