PRISM is the first PIM-based approach for sparse MTTKRP, reporting up to 2.64x speedup over CPU baselines on UPMEM hardware with heterogeneous CPU collaboration.
A framework for high-throughput sequence alignment using real processing-in-memory systems,
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PRISM: Processing-In-Memory Sparse MTTKRP for Tensor Decomposition Acceleration
PRISM is the first PIM-based approach for sparse MTTKRP, reporting up to 2.64x speedup over CPU baselines on UPMEM hardware with heterogeneous CPU collaboration.