Graph Neural Network Training Systems: A Performance Comparison of Full-Graph and Mini-Batch

1 June 2024

Papers citing "Graph Neural Network Training Systems: A Performance Comparison of Full-Graph and Mini-Batch"

3 / 3 papers shown

Title
NeutronOrch: Rethinking Sample-based GNN Training under CPU-GPU Heterogeneous Environments Xin Ai Qiange Wang Chunyu Cao Yanfeng Zhang Chaoyi Chen Hao Yuan Yu Gu Ge Yu GNN 44 5 0 22 Nov 2023
Sequential Aggregation and Rematerialization: Distributed Full-batch Training of Graph Neural Networks on Large Graphs Hesham Mostafa GNN 51 21 0 11 Nov 2021
Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and Pipelining Tim Kaler Nickolas Stathas Anne Ouyang A. Iliopoulos Tao B. Schardl C. E. Leiserson Jie Chen GNN 70 53 0 16 Oct 2021