research
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04/06/2021
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT
In this research, we propose a new low-precision framework, TENT, to lev...
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08/06/2019
Cheetah: Mixed Low-Precision Hardware Software Co-Design Framework for DNNs on the Edge
Low-precision DNNs have been extensively explored in order to reduce the...
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07/30/2019
Deep Learning Training on the Edge with Low-Precision Posits
Recently, the posit numerical format has shown promise for DNN data repr...
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03/25/2019
Performance-Efficiency Trade-off of Low-Precision Numerical Formats in Deep Neural Networks
Deep neural networks (DNNs) have been demonstrated as effective prognost...
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12/05/2018
