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Author

Sheng Liu

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Book Open access Sep 2026

RODIS: Accelerating Sparse Matrix Multiplication on GPU via Row-Orchestration and Dynamic Instruction Scheduling

RODIS, a two-level acceleration scheme that utilizes row-orchestration at the data loading level to achieve inter-block load balancing and employs dynamic instruction scheduling at the underlying computation level to enhance MAC utilization, is proposed.

Jian-Feng Cui, Bo Yuan, Ze-Kun Jiang et al. · 0 citations
Open access Sep 2026

DCSR-GCN: A High-Performance GCN Accelerator Based on Dynamic Compression and Sparsity Reordering

DCSR-GCN, a high-performance GCN accelerator based on dynamic compression and sparsity reordering based on dynamic compression and sparsity reordering, is presented and a two-phase reordering algorithm that combines conflict-aware row scheduling with reuse-aware column grouping is proposed, thereby mitigating RAW confl...

Jun-Sheng Chang, Yi-Min Zhao, Yu-Xin Huang et al. · 0 citations
Book Open access Sep 2026

RODIS: Accelerating Sparse Matrix Multiplication on GPU via Row-Orchestration and Dynamic Instruction Scheduling

Following the Scaling Law, Deep Neural Networks face immense parameter scales and costs, making high-compression unstructured pruning attractive. Additionally, rising edge-side deployment demands have revived interest in activation sparsity. Consequently, unstructured sparse-dense and sparse-sparse matrix multiplicatio...

Jian-Feng Cui, Bo Yuan, Ze-Kun Jiang et al. · 0 citations

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