MariusGNN: Resource-Efficient Out-of-Core Training of Graph Neural Networks

Roger Waleffe, Jason Mohoney, Theodoros Rekatsinas +1

We study training of Graph Neural Networks (GNNs) for large-scale graphs. We revisit the premise of using distributed training for billion-scale graphs and show that for graphs tha…