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Olivia Hsu

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Panel: Databases and HardwareSparse 20242024-06-25
Panel reports a measured ~1% utilization on sparse arrays when running real sparse kernels, describes an Onyx tape-out and a working Sam prototype, and shows…
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Mapping Sparse Applications to Accelerated Computing SystemsSparse 20242024-06-25
Describes a compiler stack that matches sparse tensor algebra to accelerators: Mosaic external function interface finds and offloads matching subexpressions…
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Challenges with Hardware-Software Co-design for Sparse Machine Learning on (...) DataflowPLARCH 20232023-06-17
Extends the Sparse Abstract Machine (SAM) and a dataflow accelerator model to handle real ML models, adds new hardware primitives (filter block, unary-value…
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Mosaic: An Interoperable Compiler for Tensor AlgebraPLDI 20232023-06-17
Mosaic is a Taco-based compiler that binds tensor expressions to external library or compiler functions via a scheduling API, substitutes bound subexpressions…
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Compilation of Sparse Array Programming ModelsOOPSLA 20212021-10-17
A compiler built on TACO generates C-like code from array index notation and a format language that supports arbitrary fill values, lifts operators into an…
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