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ISSN 1544-3566 · DOI 10.1145/3702001

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cs.LG 1

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2026 1

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UNVERDICTED 1

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On Efficient Scaling of GNNs via IO-Aware Layers Implementations

cs.LG · 2026-05-29 · unverdicted · novelty 5.0

IO-aware GPU kernels for SpMM convolutions, degree-aware reductions, and fused attention layers deliver median speedups of 1.6-2.6x (up to 10x) and memory reductions up to 76x over DGL/PyG baselines on realistic graphs.

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  • On Efficient Scaling of GNNs via IO-Aware Layers Implementations cs.LG · 2026-05-29 · unverdicted · none · ref 30

    IO-aware GPU kernels for SpMM convolutions, degree-aware reductions, and fused attention layers deliver median speedups of 1.6-2.6x (up to 10x) and memory reductions up to 76x over DGL/PyG baselines on realistic graphs.