ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using
Alternating Direction Method of Multipliers

ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers

31 December 2018

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Papers citing "ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers"

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RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech RecognitionDesign Automation Conference (DAC), 2020 Zhaoyang Han Siyue Wang Wei Niu Chengming Zhang Sheng Lin ... Yifan Gong Bin Ren Xinyu Lin Yanzhi Wang Dingwen Tao 147 48 0 19 Feb 2020
Pre-defined Sparsity for Low-Complexity Convolutional Neural NetworksIEEE transactions on computers (IEEE Trans. Comput.), 2020 Souvik Kundu M. Nazemi Massoud Pedram K. Chugg Peter A. Beerel CVBM 239 37 0 29 Jan 2020
SS-Auto: A Single-Shot, Automatic Structured Weight Pruning Framework of DNNs with Ultra-High Efficiency Hao Sun Yifan Gong Xiaolong Ma Sijia Liu Mengshu Sun Zheng Zhan Zhenglun Kong Geng Yuan Yanzhi Wang 106 18 0 23 Jan 2020
BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method Xiaolong Ma Hao Sun Yifan Gong Tianyun Zhang Wei Niu ... Pu Zhao Jian Tang Xinyu Lin Bin Ren Yanzhi Wang 178 15 0 23 Jan 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile DevicesEuropean Conference on Computer Vision (ECCV), 2020 Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 253 31 0 20 Jan 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight PruningInternational Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2020 Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian Xinyu Lin Yanzhi Wang Bin Ren MQ 481 246 0 01 Jan 2020
Light-weight Calibrator: a Separable Component for Unsupervised Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2019 Shaokai Ye Kailu Wu Mu Zhou Yunfei Yang S. Tan Kaidi Xu Jiebo Song Chenglong Bao Kaisheng Ma 113 23 0 28 Nov 2019
DARB: A Density-Aware Regular-Block Pruning for Deep Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2019 Ao Ren Tao Zhang Yuhao Wang Sheng Lin Zhaoyang Han Yen-kuang Chen Yuan Xie Yanzhi Wang 282 11 0 19 Nov 2019
Comprehensive SNN Compression Using ADMM Optimization and Activity RegularizationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Lei Deng Yujie Wu Yifan Hu Ling Liang Guoqi Li Xing Hu Yufei Ding Peng Li Yuan Xie 244 99 0 03 Nov 2019
In-Place Zero-Space Memory Protection for CNNNeural Information Processing Systems (NeurIPS), 2019 Hui Guan Lin Ning Zhen Lin Xipeng Shen Huiyang Zhou Seung-Hwan Lim 136 36 0 31 Oct 2019
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded SystemsConference on Machine Learning and Systems (MLSys), 2019 Xiaofan Zhang Haoming Lu Cong Hao Jiachen Li Bowen Cheng ... Jinjun Xiong Thomas Huang Humphrey Shi Wen-mei W. Hwu Deming Chen 196 96 0 20 Sep 2019
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile DevicesAAAI Conference on Artificial Intelligence (AAAI), 2019 Xiaolong Ma Fu-Ming Guo Wei Niu Xue Lin Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang CVBM 423 189 0 06 Sep 2019
Non-Structured DNN Weight Pruning -- Is It Beneficial in Any Platform?IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Xiaolong Ma Sheng Lin Shaokai Ye Zhezhi He Linfeng Zhang ... Deliang Fan Xuehai Qian Xinyu Lin Kaisheng Ma Yanzhi Wang MQ 340 108 0 03 Jul 2019