Scalable GRL

icon company University of Southern California icon location Los Angeles, USA icon location Goal: to improve the scalability of graph representation learning by algorithm and architecture innovations.

Results 3 repositories owned by Scalable GRL

GraphSAINT

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[ICLR 2020; IPDPS 2019] Fast and accurate minibatch training for deep GNNs and large graphs (GraphSAINT: Graph Sampling Based Inductive Learning Method).

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GNN-ARCH

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[ASAP 2020; FPGA 2020] Hardware architecture to accelerate GNNs (common IP modules for minibatch training and full batch inference)

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GraphACT

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[FPGA 2020] Open sourced implementation for the ACM/SIGDA FPGA '20 paper titled "GraphACT: Accelerating GCN Training on CPU-FPGA Heterogeneous Platforms"

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