Xize Liang

Accurate and Scalable Graph Neural Networks via Message Invariance

2025 · arXiv (Cornell University)

Message passing-based graph neural networks (GNNs) have achieved great success in many real-world applications. For a sampled mini-batch of target nodes, the message passing process is divided into two parts: message passing between nodes within …