SNI-GNN: SmartNIC-assisted full-graph GNN training with in-network embedding prediction
Read the original at arxiv.org→arXiv:2608.06441v1 Announce Type: new Abstract: Full-graph GNN training delivers high accuracy but scales poorly on multi-server clusters due to heavy, irregular inter-node embedding exchanges. We present SNI-GNN, a...
Original headline: "SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction"
Coverage timeline
- Aug 10, 04:00 UTC arXiv cs.LG lead source SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction