45 citations · 137 across the 22 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2022★ 10 cited
Layer-Neighbor Sampling -- Defusing Neighborhood Explosion in GNNs
Muhammed Fatih Balın, Ümit V. Çatalyürek
Graph Neural Networks (GNNs) have received significant attention recently, but training them at a large scale remains a challenge. Mini-batch training coupled with sampling is used…
cs.LG2021
MG-GCN: Scalable Multi-GPU GCN Training Framework
Muhammed Fatih Balın, Kaan Sancak, Ümit V. Çatalyürek
Full batch training of Graph Convolutional Network (GCN) models is not feasible on a single GPU for large graphs containing tens of millions of vertices or more. Recent work has sh…