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Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain Surgeon

22 May 2017

Papers citing "Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain Surgeon"

25 / 275 papers shown

Title
StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs Tianyun Zhang Shaokai Ye Kaiqi Zhang Xiaolong Ma Ning Liu ... Jian Tang Kaisheng Ma Xue Lin M. Fardad Yanzhi Wang 128 52 0 29 Jul 2018
A novel channel pruning method for deep neural network compression Yiming Hu Siyang Sun Jianquan Li Xingang Wang Qingyi Gu 107 68 0 29 May 2018
Multi-Task Zipping via Layer-wise Neuron Sharing Xiaoxi He Zimu Zhou Lothar Thiele MoMe 166 64 0 24 May 2018
Data-Dependent Coresets for Compressing Neural Networks with Applications to Generalization Bounds Cenk Baykal Lucas Liebenwein Igor Gilitschenski Dan Feldman Daniela Rus 151 79 0 15 Apr 2018
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers Tianyun Zhang Shaokai Ye Kaiqi Zhang Jian Tang Wujie Wen M. Fardad Yanzhi Wang 171 446 0 10 Apr 2018
FeTa: A DCA Pruning Algorithm with Generalization Error Guarantees Konstantinos Pitas Mike Davies P. Vandergheynst 48 2 0 12 Mar 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 643 3,686 0 09 Mar 2018
Re-Weighted Learning for Sparsifying Deep Neural Networks Igor Fedorov Bhaskar D. Rao 32 1 0 05 Feb 2018
Learning Compact Neural Networks with Regularization Samet Oymak MLT 166 39 0 05 Feb 2018
EffNet: An Efficient Structure for Convolutional Neural Networks Ido Freeman L. Roese-Koerner A. Kummert 154 102 0 19 Jan 2018
NeST: A Neural Network Synthesis Tool Based on a Grow-and-Prune Paradigm Xiaoliang Dai Hongxu Yin N. Jha DD 126 242 0 06 Nov 2017
The Incredible Shrinking Neural Network: New Perspectives on Learning Representations Through The Lens of Pruning Aditya Sharma Nikolas Wolfe Bhiksha Raj 73 19 0 16 Jan 2017
Net-Trim: Convex Pruning of Deep Neural Networks with Performance Guarantee Alireza Aghasi Afshin Abdi Nam H. Nguyen Justin Romberg 137 16 0 16 Nov 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 388 3,804 0 31 Aug 2016
Dynamic Network Surgery for Efficient DNNs Yiwen Guo Anbang Yao Yurong Chen 269 1,084 0 16 Aug 2016
Training Skinny Deep Neural Networks with Iterative Hard Thresholding Methods Xiaojie Jin Xiao-Tong Yuan Jiashi Feng Shuicheng Yan 441 80 0 19 Jul 2016
Network Trimming: A Data-Driven Neuron Pruning Approach towards Efficient Deep Architectures Hengyuan Hu Rui Peng Yu-Wing Tai Chi-Keung Tang 150 910 0 12 Jul 2016
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 349 11,283 0 14 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 3.1K 203,060 0 10 Dec 2015
Sparsifying Neural Network Connections for Face Recognition Yi Sun Xiaogang Wang Xiaoou Tang 3DH CVBM 103 143 0 07 Dec 2015
Convolutional neural networks with low-rank regularization Cheng Tai Tong Xiao Yi Zhang Xiaogang Wang E. Weinan BDL 205 475 0 19 Nov 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 416 6,977 0 08 Jun 2015
Compressing Deep Convolutional Networks using Vector Quantization Yunchao Gong Liu Liu Ming Yang Lubomir D. Bourdev MQ 276 1,186 0 18 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 2.8K 103,032 0 04 Sep 2014
Predicting Parameters in Deep Learning Misha Denil B. Shakibi Laurent Dinh MarcÁurelio Ranzato Nando de Freitas OOD 415 1,348 0 03 Jun 2013