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cs.DC2024
Cascaded Prediction and Asynchronous Execution of Iterative Algorithms on Heterogeneous Platforms
Jianhua Gao, Bingjie Liu, Yizhuo Wang +2
Owing to the diverse scales and varying distributions of sparse matrices arising from practical problems, a multitude of choices are present in the design and implementation of spa…
cs.DC2024
Precision-Aware Iterative Algorithms Based on Group-Shared Exponents of Floating-Point Numbers
Jianhua Gao, Jiayuan Shen, Yuxiang Zhang +2
Iterative solvers are frequently used in scientific applications and engineering computations. However, the memory-bound Sparse Matrix-Vector (SpMV) kernel computation hinders the…
cs.DC2024★ 8 cited
A Systematic Literature Survey of Sparse Matrix-Vector Multiplication
Jianhua Gao, Bingjie Liu, Weixing Ji +1
Sparse matrix-vector multiplication (SpMV) is a crucial computing kernel with widespread applications in iterative algorithms. Over the past decades, research on SpMV optimization…