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Sep, 2023
InkStream:通过增量更新的流图上的实时GNN推断
InkStream: Real-time GNN Inference on Streaming Graphs via Incremental Update
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Dan Wu, Zhaoying Li, Tulika Mitra
TL;DR
基于对$k$跳邻域内节点的分析以及节点嵌入的增量演化,我们提出了一种名为InkStream的新颖方法,旨在实现实时推断以及对GPU加速,同时确保与传统方法相同的输出结果。
Abstract
Classic
graph neural network
(GNN) inference approaches, designed for static graphs, are ill-suited for
streaming graphs
that evolve with time. The dynamism intrinsic to
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