CondenseGraph: Communication-Efficient Distributed GNN Training via On-the-Fly Graph Condensation

Zizhao Zhang, Yihan Xue, Haotian Zhu +3

Distributed Graph Neural Network (GNN) training suffers from substantial communication overhead due to the inherent neighborhood dependency in graph-structured data. This neighbor…