Provably Convergent Subgraph-wise Sampling for Fast GNN Training

Jie Wang, Zhihao Shi, Xize Liang +5

Subgraph-wise sampling -- a promising class of mini-batch training techniques for graph neural networks (GNNs -- is critical for real-world applications. During the message passing…