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Chenhao Xie

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Open access

CB-Sparse:A Cache-Friendly Data Aggregating Algorithm for Block-Based Sparse Matrix Multiplication on GPUs

Sparse matrix multiplications—including SpMV, SpMM, and SpGEMM—are fundamental to scientific computing, graph analytics, and machine learning. Despite extensive GPU-focused optimizations such as custom sparse formats and load balance, CSR-style and block-based methods can still underexploit fine-grained cache locality...

Xing Cong, Fu-Kai Sun, Yi-Ding Liu et al. · 0 citations
Book Open access Aug 2026

DB-SpMSpV: Dual-View Blocked Sparse Matrix-Sparse Vector Multiplication for Dynamic GPU Workloads

DB-SpMSpV is presented, a dual-view blocked SpMSpV framework for dynamic GPU workloads that uses load balancing, asynchronous prefetching, and hierarchical writeback to reduce irregular memory accesses, writeback conflicts, and load imbalance and is integrated into DB-BFS and DB-Decoding.

Xing Cong, Chen-Hao Xie, Rui Wang et al. · 0 citations

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