research
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03/29/2023
PopSparse: Accelerated block sparse matrix multiplication on IPU
Reducing the computational cost of running large scale neural networks u...
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06/06/2022
8-bit Numerical Formats for Deep Neural Networks
Given the current trend of increasing size and complexity of machine lea...
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06/07/2021
Proxy-Normalizing Activations to Match Batch Normalization while Removing Batch Dependence
We investigate the reasons for the performance degradation incurred with...
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06/07/2021
Making EfficientNet More Efficient: Exploring Batch-Independent Normalization, Group Convolutions and Reduced Resolution Training
Much recent research has been dedicated to improving the efficiency of t...
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04/20/2018