Author

Teng-Fei Cao

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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

Preprint Aug 2026

Relevant but Incomplete: Referential Dangling as a Paradigm-Level Failure Mode in Hard Prompt Compression

A compact classifier is trained to rank omitted sentences by whether they are needed to interpret retained text and reinsert the top-ranked candidates without support annotations at inference, training a compact classifier to optimize both relevance and referential completeness.

Zheng Hu, Kai Li, Dapeng Fu et al. · 0 citations