Non-convolutional Graph Neural Networks

Yuanqing Wang, Kyunghyun Cho

Rethink convolution-based graph neural networks (GNN) -- they characteristically suffer from limited expressiveness, over-smoothing, and over-squashing, and require specialized spa…