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SmoothOut: Smoothing Out Sharp Minima to Improve Generalization in Deep Learning


Sep 01, 2018
Wei Wen, Yandan Wang, Feng Yan, Cong Xu, Chunpeng Wu, Yiran Chen, Hai Li


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TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning


Dec 29, 2017
Wei Wen, Cong Xu, Feng Yan, Chunpeng Wu, Yandan Wang, Yiran Chen, Hai Li

* NIPS 2017 Oral 

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Coordinating Filters for Faster Deep Neural Networks


Jul 25, 2017
Wei Wen, Cong Xu, Chunpeng Wu, Yandan Wang, Yiran Chen, Hai Li

* ICCV 2017 

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Group Scissor: Scaling Neuromorphic Computing Design to Large Neural Networks


Jun 17, 2017
Yandan Wang, Wei Wen, Beiye Liu, Donald Chiarulli, Hai Li

* Accepted in DAC 2017 

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Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses


Jan 07, 2017
Yandan Wang, Wei Wen, Linghao Song, Hai Li

* Best Paper Award of ASP-DAC 2017 

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Learning Structured Sparsity in Deep Neural Networks


Oct 18, 2016
Wei Wen, Chunpeng Wu, Yandan Wang, Yiran Chen, Hai Li

* Accepted by NIPS 2016 

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A New Learning Method for Inference Accuracy, Core Occupation, and Performance Co-optimization on TrueNorth Chip


Jul 16, 2016
Wei Wen, Chunpeng Wu, Yandan Wang, Kent Nixon, Qing Wu, Mark Barnell, Hai Li, Yiran Chen

* 6 pages; 9 figures; DAC 2016 

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