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HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks


Nov 10, 2019
Zhen Dong, Zhewei Yao, Yaohui Cai, Daiyaan Arfeen, Amir Gholami, Michael W. Mahoney, Kurt Keutzer

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Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT


Sep 25, 2019
Sheng Shen, Zhen Dong, Jiayu Ye, Linjian Ma, Zhewei Yao, Amir Gholami, Michael W. Mahoney, Kurt Keutzer

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ANODEV2: A Coupled Neural ODE Evolution Framework


Jun 10, 2019
Tianjun Zhang, Zhewei Yao, Amir Gholami, Kurt Keutzer, Joseph Gonzalez, George Biros, Michael Mahoney

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Residual Networks as Nonlinear Systems: Stability Analysis using Linearization


May 31, 2019
Kai Rothauge, Zhewei Yao, Zixi Hu, Michael W. Mahoney

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HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision


Apr 29, 2019
Zhen Dong, Zhewei Yao, Amir Gholami, Michael Mahoney, Kurt Keutzer

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JumpReLU: A Retrofit Defense Strategy for Adversarial Attacks


Apr 07, 2019
N. Benjamin Erichson, Zhewei Yao, Michael W. Mahoney

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Inefficiency of K-FAC for Large Batch Size Training


Mar 14, 2019
Linjian Ma, Gabe Montague, Jiayu Ye, Zhewei Yao, Amir Gholami, Kurt Keutzer, Michael W. Mahoney

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Shallow Learning for Fluid Flow Reconstruction with Limited Sensors and Limited Data


Feb 20, 2019
N. Benjamin Erichson, Lionel Mathelin, Zhewei Yao, Steven L. Brunton, Michael W. Mahoney, J. Nathan Kutz

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Trust Region Based Adversarial Attack on Neural Networks


Dec 16, 2018
Zhewei Yao, Amir Gholami, Peng Xu, Kurt Keutzer, Michael Mahoney

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