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Abstract:This report gives a summary of two problems about graph convolutional networks (GCNs): over-smoothing and heterophily challenges, and outlines future directions to explore.
* Proposal report and a concise version of Sitao Luan's thesis. The
weight initialization part is quite interesting but will not be included in
Sitao's formal thesis, thus Sitao put this preprint report online. arXiv
admin note: substantial text overlap with arXiv:2109.05641, arXiv:2210.07606