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Simplify Sparse Deep Learning with Universal Sparse Tensor in nvmath-python

NVIDIA Developer Blog · published 22 April 2026

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Establishing a Scalable Sparse Ecosystem with the Universal Sparse Tensor Read at the source ↗

developer.nvidia.com

https://nvidia.github.io/MatX/basics/sparse_tensor.html

nvidia.github.io

https://github.com/NVIDIA/MatX/blob/main/include/matx/core/sparse_tensor_format.h

github.com

https://github.com/DrTimothyAldenDavis/SuiteSparse

github.com

https://docs.pytorch.org/docs/stable/tensors.html

docs.pytorch.org

https://math.nist.gov/MatrixMarket/

math.nist.gov

https://arxiv.org/abs/2511.13061

arxiv.org

https://github.com/vlejd/macko_spmv

github.com

https://docs.nvidia.com/cuda/nvmath-python/latest/index.html

docs.nvidia.com