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ESMFL: Efficient and Secure Models for Federated Learning

Sep 03, 2020
Sheng Lin, Chenghong Wang, Hongjia Li, Jieren Deng, Yanzhi Wang, Caiwen Ding

* 7 pages, 3 figures 

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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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RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition

Feb 19, 2020
Peiyan Dong, Siyue Wang, Wei Niu, Chengming Zhang, Sheng Lin, Zhengang Li, Yifan Gong, Bin Ren, Xue Lin, Yanzhi Wang, Dingwen Tao


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PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning

Jan 22, 2020
Wei Niu, Xiaolong Ma, Sheng Lin, Shihao Wang, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren

* To be published in the Proceedings of Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS 20) 

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A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed DNN Implementation

Nov 24, 2019
Geng Yuan, Xiaolong Ma, Sheng Lin, Zhengang Li, Caiwen Ding


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DARB: A Density-Aware Regular-Block Pruning for Deep Neural Networks

Nov 20, 2019
Ao Ren, Tao Zhang, Yuhao Wang, Sheng Lin, Peiyan Dong, Yen-kuang Chen, Yuan Xie, Yanzhi Wang

* This paper has been accepted by AAAI'2020 

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Deep Compressed Pneumonia Detection for Low-Power Embedded Devices

Nov 04, 2019
Hongjia Li, Sheng Lin, Ning Liu, Caiwen Ding, Yanzhi Wang


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Learning Dynamic Context Augmentation for Global Entity Linking

Sep 04, 2019
Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren


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An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM

Aug 29, 2019
Geng Yuan, Xiaolong Ma, Caiwen Ding, Sheng Lin, Tianyun Zhang, Zeinab S. Jalali, Yilong Zhao, Li Jiang, Sucheta Soundarajan, Yanzhi Wang


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Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation

Aug 27, 2019
Xiaolong Ma, Geng Yuan, Sheng Lin, Caiwen Ding, Fuxun Yu, Tao Liu, Wujie Wen, Xiang Chen, 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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KCAT: A Knowledge-Constraint Typing Annotation Tool

Jun 13, 2019
Sheng Lin, Luye Zheng, Bo Chen, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren

* 6 pages, acl2019 demo paper 

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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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ResNet Can Be Pruned 60x: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning

Apr 30, 2019
Xiaolong Ma, Geng Yuan, Sheng Lin, Zhengang Li, Hao Sun, Yanzhi Wang

* Submitted to ICML workshop 

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Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM

Mar 30, 2019
Shaokai Ye, Xiaoyu Feng, Tianyun Zhang, Xiaolong Ma, Sheng Lin, Zhengang Li, Kaidi Xu, Wujie Wen, Sijia Liu, Jian Tang, Makan Fardad, Xue Lin, Yongpan Liu, Yanzhi Wang


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Learning Topics using Semantic Locality

Apr 11, 2018
Ziyi Zhao, Krittaphat Pugdeethosapol, Sheng Lin, Zhe Li, Caiwen Ding, Yanzhi Wang, Qinru Qiu

* International Conference of Pattern Recognition (ICPR) in 2018 

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FFT-Based Deep Learning Deployment in Embedded Systems

Dec 13, 2017
Sheng Lin, Ning Liu, Mahdi Nazemi, Hongjia Li, Caiwen Ding, Yanzhi Wang, Massoud Pedram

* Design, Automation, and Test in Europe (DATE) For source code, please contact Mahdi Nazemi at  

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A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning

Aug 11, 2017
Ning Liu, Zhe Li, Zhiyuan Xu, Jielong Xu, Sheng Lin, Qinru Qiu, Jian Tang, Yanzhi Wang

* accepted by 37th IEEE International Conference on Distributed Computing (ICDCS 2017) 

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