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Shi Chen

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#graph neural networks Open access Sep 2026

PipeGNN: A Bandwidth-Efficient GNN Accelerator with Node-Level Pipelined Push Execution

Graph Neural Networks (GNNs) have become a fundamental tool for learning over graph-structured data. Under the message-passing framework, mainstream GNN models alternate between feature transformation and neighborhood aggregation. Fusing these two phases into a node-level pipelined push dataflow, in which each node’s t...

Shi Chen, Jun-Sheng Chang, Yang Guo et al. · 0 citations

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