Node Classification On Wiki Cs

Accuracy

Results

Performance results of various models on this benchmark

		Paper Title
CGT	84.61±0.53	Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures
GraphSAGE	83.67	Half-Hop: A graph upsampling approach for slowing down message passing
HH-GraphSAGE	82.81	Half-Hop: A graph upsampling approach for slowing down message passing
HH-GCN	82.57	Half-Hop: A graph upsampling approach for slowing down message passing
GCN	81.93	Half-Hop: A graph upsampling approach for slowing down message passing
ScaleNet	79.3±0.6	Scale Invariance of Graph Neural Networks

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