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An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices

Feb 22, 2020
Xiaolong Ma, Wei Niu, Tianyun Zhang, Sijia Liu, Sheng Lin, Hongjia Li, Xiang Chen, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang

* arXiv admin note: text overlap with arXiv:1909.05073 

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PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN Accelerators

Feb 11, 2020
Zhanhong Tan, Jiebo Song, Xiaolong Ma, Sia-Huat Tan, Hongyang Chen, Yuanqing Miao, Yifu Wu, Shaokai Ye, Yanzhi Wang, Dehui Li, Kaisheng Ma

* 6 pages, DAC 2020 accepted paper 

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Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation

Nov 28, 2019
Shaokai Ye, Kailu Wu, Mu Zhou, Yunfei Yang, Sia huat Tan, Kaidi Xu, Jiebo Song, Chenglong Bao, Kaisheng Ma


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Exploring Frequency Domain Interpretation of Convolutional Neural Networks

Nov 27, 2019
Zhongfan Jia, Chenglong Bao, Kaisheng Ma

* 10 pages, 6 figures, 4 tables; Corresponding Authors: Chenglong Bao, Kaisheng Ma 

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PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices

Sep 12, 2019
Xiaolong Ma, Fu-Ming Guo, Wei Niu, Xue Lin, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang


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Non-structured DNN Weight Pruning Considered Harmful

Jul 03, 2019
Yanzhi Wang, Shaokai Ye, Zhezhi He, Xiaolong Ma, Linfeng Zhang, Sheng Lin, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma


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Brain-inspired reverse adversarial examples

May 28, 2019
Shaokai Ye, Sia Huat Tan, Kaidi Xu, Yanzhi Wang, Chenglong Bao, Kaisheng Ma

* Preprint 

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SCAN: A Scalable Neural Networks Framework Towards Compact and Efficient Models

May 27, 2019
Linfeng Zhang, Zhanhong Tan, Jiebo Song, Jingwei Chen, Chenglong Bao, Kaisheng Ma


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Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation

May 17, 2019
Linfeng Zhang, Jiebo Song, Anni Gao, Jingwei Chen, Chenglong Bao, Kaisheng Ma

* 10pages 

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Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM

May 02, 2019
Sheng Lin, Xiaolong Ma, Shaokai Ye, Geng Yuan, Kaisheng Ma, Yanzhi Wang

* Accepted by ICML workshop (ODML-CDNNR2019). arXiv admin note: substantial text overlap with arXiv:1903.09769 

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Second Rethinking of Network Pruning in the Adversarial Setting

Mar 29, 2019
Shaokai Ye, Kaidi Xu, Sijia Liu, Hao Cheng, Jan-Henrik Lambrechts, Huan Zhang, Aojun Zhou, Kaisheng Ma, Yanzhi Wang, Xue Lin


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