Daniil Krasylnikov
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126
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ML×1AI×1
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2026
On Efficient Scaling of GNNs via IO-Aware Layers Implementations
This paper develops specialized, I/O-aware GPU kernels for common GNN layer types, achieving significant speedups and memory reductions compared to existing frameworks.
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