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LSAF: A load-balancing SpGEMM acceleration framework with dynamic package and static partition for multi-core systolic arrays | Synapse
March 3, 2026
LSAF: A load-balancing SpGEMM acceleration framework with dynamic package and static partition for multi-core systolic arrays
YC
Yongxiang Cao
HJ
Hongxu Jiang
GZ
Guocheng Zhao
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Key Points
Enhances performance in load-balancing matrix multiplications using spGEMM techniques and systolic arrays.
Achieves reduced computation times and energy consumption through dynamic package and static partition strategies.
Supports efficient allocation of computational resources by leveraging parallelism across multi-core architectures.
Demonstrates effectiveness through simulation results, indicating significant improvements over previous methods.
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Cao et al. (Sat,) studied this question.
synapsesocial.com/papers/69a75eedc6e9836116a29f1e
https://doi.org/https://doi.org/10.1016/j.parco.2026.103186