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CAP-RAM: A Charge-Domain In-Memory Computing 6T-SRAM for Accurate and Precision-Programmable CNN Inference


Jul 06, 2021
Zhiyu Chen, Zhanghao Yu, Qing Jin, Yan He, Jingyu Wang, Sheng Lin, Dai Li, Yanzhi Wang, Kaiyuan Yang

* IEEE Journal of Solid-State Circuits, Volume: 56, Issue: 6, Pages: 1924 - 1935, June 2021 
* This work has been accepted by IEEE Journal of Solid-State Circuits (JSSC 2021) 

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Teachers Do More Than Teach: Compressing Image-to-Image Models


Mar 05, 2021
Qing Jin, Jian Ren, Oliver J. Woodford, Jiazhuo Wang, Geng Yuan, Yanzhi Wang, Sergey Tulyakov

* 18 pages, 10 figures, accepted by CVPR 2021 

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Lottery Ticket Implies Accuracy Degradation, Is It a Desirable Phenomenon?


Feb 19, 2021
Ning Liu, Geng Yuan, Zhengping Che, Xuan Shen, Xiaolong Ma, Qing Jin, Jian Ren, Jian Tang, Sijia Liu, Yanzhi Wang


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6.7ms on Mobile with over 78% ImageNet Accuracy: Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration


Dec 01, 2020
Zhengang Li, Geng Yuan, Wei Niu, Yanyu Li, Pu Zhao, Yuxuan Cai, Xuan Shen, Zheng Zhan, Zhenglun Kong, Qing Jin, Zhiyu Chen, Sijia Liu, Kaiyuan Yang, Bin Ren, Yanzhi Wang, Xue Lin


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FracBits: Mixed Precision Quantization via Fractional Bit-Widths


Jul 04, 2020
Linjie Yang, Qing Jin


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Towards Efficient Training for Neural Network Quantization


Dec 21, 2019
Qing Jin, Linjie Yang, Zhenyu Liao

* 23 pages, 8 figures 

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AdaBits: Neural Network Quantization with Adaptive Bit-Widths


Dec 20, 2019
Qing Jin, Linjie Yang, Zhenyu Liao

* 10 pages, 6 figures, submitted to CVPR 2020 

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