There are 2 repositories under structural-attention topic.
A collection of important graph embedding, classification and representation learning papers with implementations.
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).