GripNet: Graph information propagation on supergraph for heterogeneous graphs

•A novel supergraph data structure to segregate a heterogeneous graph into interconnected, semantically-coherent subgraphs for efficient learning.•A new graph representation learning framework based on supergraph for heterogeneous graphs and graph-based data integration.•Extensive experiments on seven large-scale datasets for link prediction and node classification tasks.