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A Channel-Pruned and Weight-Binarized Convolutional Neural Network for Keyword Spotting

Sep 12, 2019
Jiancheng Lyu, Spencer Sheen


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Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets

Mar 13, 2019
Penghang Yin, Jiancheng Lyu, Shuai Zhang, Stanley Osher, Yingyong Qi, Jack Xin


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AutoShuffleNet: Learning Permutation Matrices via an Exact Lipschitz Continuous Penalty in Deep Convolutional Neural Networks

Jan 24, 2019
Jiancheng Lyu, Shuai Zhang, Yingyong Qi, Jack Xin


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Median Binary-Connect Method and a Binary Convolutional Neural Nework for Word Recognition

Nov 07, 2018
Spencer Sheen, Jiancheng Lyu


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BinaryRelax: A Relaxation Approach For Training Deep Neural Networks With Quantized Weights

Sep 05, 2018
Penghang Yin, Shuai Zhang, Jiancheng Lyu, Stanley Osher, Yingyong Qi, Jack Xin


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Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks

Aug 29, 2018
Penghang Yin, Shuai Zhang, Jiancheng Lyu, Stanley Osher, Yingyong Qi, Jack Xin


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