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Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks



Yoonho Boo , Sungho Shin , Jungwook Choi , Wonyong Sung


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Quantized Neural Networks: Characterization and Holistic Optimization



Yoonho Boo , Sungho Shin , Wonyong Sung


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SQWA: Stochastic Quantized Weight Averaging for Improving the Generalization Capability of Low-Precision Deep Neural Networks



Sungho Shin , Yoonho Boo , Wonyong Sung


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Empirical Analysis of Knowledge Distillation Technique for Optimization of Quantized Deep Neural Networks



Sungho Shin , Yoonho Boo , Wonyong Sung


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Structured Sparse Ternary Weight Coding of Deep Neural Networks for Efficient Hardware Implementations



Yoonho Boo , Wonyong Sung

* This paper is accepted in SIPS 2017 

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Fixed-point optimization of deep neural networks with adaptive step size retraining



Sungho Shin , Yoonho Boo , Wonyong Sung

* This paper is accepted in ICASSP 2017 

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