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Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Neural Networks


Dec 21, 2022
Sitao Luan, Mingde Zhao, Chenqing Hua, Xiao-Wen Chang, Doina Precup

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* Accepted as Oral Presentation at NeurIPS 2022 New Frontiers in Graph Learning Workshop (NeurIPS GLFrontiers 2022) 

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When Do We Need GNN for Node Classification?


Oct 30, 2022
Sitao Luan, Chenqing Hua, Qincheng Lu, Jiaqi Zhu, Xiao-Wen Chang, Doina Precup

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Revisiting Heterophily For Graph Neural Networks


Oct 14, 2022
Sitao Luan, Chenqing Hua, Qincheng Lu, Jiaqi Zhu, Mingde Zhao, Shuyuan Zhang, Xiao-Wen Chang, Doina Precup

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* Published at 36th Conference on Neural Information Processing Systems (NeurIPS 2022). arXiv admin note: substantial text overlap with arXiv:2109.05641 

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High-Order Pooling for Graph Neural Networks with Tensor Decomposition


May 24, 2022
Chenqing Hua, Guillaume Rabusseau, Jian Tang

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Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?


Sep 12, 2021
Sitao Luan, Chenqing Hua, Qincheng Lu, Jiaqi Zhu, Mingde Zhao, Shuyuan Zhang, Xiao-Wen Chang, Doina Precup

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Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Networks


Sep 15, 2020
Sitao Luan, Mingde Zhao, Chenqing Hua, Xiao-Wen Chang, Doina Precup

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