Xun Liu

Broad graph convolutional network: a novel graph convolutional network paradigm without hidden layer

A novel broad graph convolutional network (BGCN) paradigm is proposed, which completely eliminates hidden layers and instead expands the receptive field through network width, effectively circumventing the inherent limitations of over-smoothing and overfitting in existing deep and high-order GCN models.