Author

Jian-Qiang Huang

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Book Open access Sep 2026

TFS: Tile-Aware SpMM–GeMM Fusion for Accelerating GNN Inference on Intel AMX

Graph Neural Network (GNN) inference involves two successive matrix operations per layer: a sparse neighbor aggregation (SpMM) followed by a dense linear transformation (GeMM). The conventional two-step execution materializes a large intermediate matrix Z in main memory, incurring significant memory traffic that domina...

Xiao Yan, Haodong Bian, Xiao-Ying Wang et al. · Proceedings of the Internati... · 0 citations

#graph neural networks Book Open access Sep 2026

TFS: Tile-Aware SpMM–GeMM Fusion for Accelerating GNN Inference on Intel AMX

TFS is presented, a tile-aware fusion framework that eliminates this intermediate materialization by fusing SpMM and GeMM directly inside the tile registers of Intel’s Advanced Matrix Extensions (AMX).

Xiao Yan, Haodong Bian, Xiao-Ying Wang et al. · Proceedings of the Internati... · 0 citations