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11/07/2022
TDC: Towards Extremely Efficient CNNs on GPUs via Hardware-Aware Tucker Decomposition
Tucker decomposition is one of the SOTA CNN model compression techniques...
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05/27/2021
Efficient distributed algorithms for Convolutional Neural Networks
Several efficient distributed algorithms have been developed for matrix-...
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01/24/2021
Analytical Characterization and Design Space Exploration for Optimization of CNNs
Moving data through the memory hierarchy is a fundamental bottleneck tha...
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11/15/2019
Automated Derivation of Parametric Data Movement Lower Bounds for Affine Programs
For most relevant computation, the energy and time needed for data movem...
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04/16/2019
PL-NMF: Parallel Locality-Optimized Non-negative Matrix Factorization
Non-negative Matrix Factorization (NMF) is a key kernel for unsupervised...
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04/06/2019
Load-Balanced Sparse MTTKRP on GPUs
Sparse matricized tensor times Khatri-Rao product (MTTKRP) is one of the...
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11/02/2018