Search Results for author: Guangming Sheng

Found 2 papers, 2 papers with code

MSPipe: Efficient Temporal GNN Training via Staleness-aware Pipeline

1 code implementation23 Feb 2024 Guangming Sheng, Junwei Su, Chao Huang, Chuan Wu

However, the iterative reading and updating process of the memory module in MTGNNs to obtain up-to-date information needs to follow the temporal dependencies.

Scheduling

GNNFlow: A Distributed Framework for Continuous Temporal GNN Learning on Dynamic Graphs

1 code implementation29 Nov 2023 Yuchen Zhong, Guangming Sheng, Tianzuo Qin, Minjie Wang, Quan Gan, Chuan Wu

We introduce GNNFlow, a distributed framework that enables efficient continuous temporal graph representation learning on dynamic graphs on multi-GPU machines.

Graph Learning Graph Representation Learning +1

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