To prune, or not to prune: exploring the efficacy of pruning for model compression

5 October 2017

Papers citing "To prune, or not to prune: exploring the efficacy of pruning for model compression"

16 / 266 papers shown

Title
Structured Compression by Weight Encryption for Unstructured Pruning and Quantization S. Kwon Dongsoo Lee Byeongwook Kim Parichay Kapoor Baeseong Park Gu-Yeon Wei MQ 35 48 0 24 May 2019
A Brain-inspired Algorithm for Training Highly Sparse Neural Networks Zahra Atashgahi Joost Pieterse Shiwei Liu Decebal Constantin Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy 35 15 0 17 Mar 2019
FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning P. Whatmough Chuteng Zhou Patrick Hansen S. Venkataramanaiah Jae-sun Seo Matthew Mattina 15 57 0 27 Feb 2019
The State of Sparsity in Deep Neural Networks Trevor Gale Erich Elsen Sara Hooker 33 747 0 25 Feb 2019
Parameter Efficient Training of Deep Convolutional Neural Networks by Dynamic Sparse Reparameterization Hesham Mostafa Xin Wang 37 307 0 15 Feb 2019
Hardware-Guided Symbiotic Training for Compact, Accurate, yet Execution-Efficient LSTM Hongxu Yin Guoyang Chen Yingmin Li Shuai Che Weifeng Zhang N. Jha 36 10 0 30 Jan 2019
How Compact?: Assessing Compactness of Representations through Layer-Wise Pruning Hyun-Joo Jung Jaedeok Kim Yoonsuck Choe 21 1 0 09 Jan 2019
RePr: Improved Training of Convolutional Filters Aaditya (Adi) Prakash J. Storer D. Florêncio Cha Zhang VLM CVBM 37 57 0 18 Nov 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 10 1,452 0 11 Oct 2018
SlimNets: An Exploration of Deep Model Compression and Acceleration Ini Oguntola Subby Olubeko Chris Sweeney 27 11 0 01 Aug 2018
Sparse Persistent RNNs: Squeezing Large Recurrent Networks On-Chip Feiwen Zhu Jeff Pool M. Andersch J. Appleyard Fung Xie 22 29 0 26 Apr 2018
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling Liyuan Liu Xiang Ren Jingbo Shang Jian-wei Peng Jiawei Han 25 44 0 20 Apr 2018
Non-Vacuous Generalization Bounds at the ImageNet Scale: A PAC-Bayesian Compression Approach Wenda Zhou Victor Veitch Morgane Austern Ryan P. Adams Peter Orbanz 46 211 0 16 Apr 2018
Efficient Neural Audio Synthesis Nal Kalchbrenner Erich Elsen Karen Simonyan Seb Noury Norman Casagrande Edward Lockhart Florian Stimberg Aaron van den Oord Sander Dieleman Koray Kavukcuoglu 50 864 0 23 Feb 2018
Attention-Based Guided Structured Sparsity of Deep Neural Networks A. Torfi Rouzbeh A. Shirvani Sobhan Soleymani Nasser M. Nasrabadi 29 23 0 13 Feb 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhehuai Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 718 6,750 0 26 Sep 2016