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A. Bhatele

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Preprint Jul 2026

Adaptive Space-efficient Collectives for Dynamic and Unstructured Sparsity on GPU Platforms

High-performance collective communication primitives are necessary for a variety of high performance computing (HPC) and machine learning (ML) workloads. State-of-the-art collective communication libraries such as NCCL optimize exclusively for dense data. However, when sending sparse data, we can reduce communication v...

Lannie Dalton Hough, Emirhan Gencer, Hoffmann Muki et al. · 0 citations

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