Deep Graph Neural Networks with Shallow Subgraph Samplers

Hanqing Zeng, Muhan Zhang, Yinglong Xia +6

While Graph Neural Networks (GNNs) are powerful models for learning representations on graphs, most state-of-the-art models do not have significant accuracy gain beyond two to thre…