Sparse Graph Attention Networks
Sparse Graph Attention Networks
Graph Neural Networks (GNNs) have proved to be an effective representation learning framework for graph-structured data, and have achieved state-of-the-art performance on many practical predictive tasks. Among the variants of GNNs, Graph Attention Networks (GATs) improve the performance of many graph learning tasks through a dense attention mechanism. However, real-world …