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SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction

arXiv cs.LG ↗ · 2026-08-10 Cached

Presents SNI-GNN, a SmartNIC-assisted full-graph GNN training system that reduces inter-node communication by predicting remote embeddings in-network, achieving 1.3–3.6x speedups with negligible accuracy loss.

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in-network-computing

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction

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