MQ-GNN: A Multi-Queue Pipelined Architecture for Scalable and Efficient GNN Training

Irfan Ullah, Young-Koo Lee

Graph Neural Networks (GNNs) are powerful tools for learning graph-structured data, but their scalability is hindered by inefficient mini-batch generation, data transfer bottleneck…