124 citations · 315 across the 19 of their papers we have counts for
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cs.MS2018★ 124 cited
Format Abstraction for Sparse Tensor Algebra Compilers
Stephen Chou, Fredrik Kjolstad, Saman Amarasinghe
This paper shows how to build a sparse tensor algebra compiler that is agnostic to tensor formats (data layouts). We develop an interface that describes formats in terms of their c…
cs.MS2018★ 4 cited
Sparse Tensor Algebra Optimizations with Workspaces
Fredrik Kjolstad, Willow Ahrens, Shoaib Kamil +1
This paper shows how to optimize sparse tensor algebraic expressions by introducing temporary tensors, called workspaces, into the resulting loop nests. We develop a new intermedia…