Hierarchical graph sampling based minibatch learning with chain preservation and variance reduction

Qia Hu, Bo Jiao

Graph sampling-based Graph Convolutional Networks (GCNs) decouple sampling from forward and backward propagation during minibatch training, enhancing scalability with respect to la…