04:00
2026-08-10
arxiv.org
machine-learning
SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction
Researchers introduced SNI-GNN, a SmartNIC-assisted full-graph GNN training system that reduces communication by 21–45% and achieves 1.3–3.6× end-to-end speedups over BNS-GCN and up to 1.29× over SANC…