Neural Networks at a Fraction with Pruned Quaternions

13 August 2023

Papers citing "Neural Networks at a Fraction with Pruned Quaternions"

27 / 27 papers shown

Title
HABERTOR: An Efficient and Effective Deep Hatespeech Detector T. Tran Yifan Hu Changwei Hu Kevin Yen Fei Tan Kyumin Lee Serim Park VLM 49 32 0 17 Oct 2020
Pruning Neural Networks at Initialization: Why are We Missing the Mark? Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin 47 239 0 18 Sep 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 243 1,045 0 06 Mar 2020
Comparing Rewinding and Fine-tuning in Neural Network Pruning Alex Renda Jonathan Frankle Michael Carbin 253 384 0 05 Mar 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 265 42,038 0 03 Dec 2019
Fast Sparse ConvNets Erich Elsen Marat Dukhan Trevor Gale Karen Simonyan 98 151 0 21 Nov 2019
A Signal Propagation Perspective for Pruning Neural Networks at Initialization Namhoon Lee Thalaiyasingam Ajanthan Stephen Gould Philip Torr AAML 58 152 0 14 Jun 2019
Quaternion Convolutional Neural Networks Xuanyu Zhu Yi Tian Xu Hongteng Xu Changjian Chen 50 151 0 02 Mar 2019
Modeling Human Motion with Quaternion-based Neural Networks Dario Pavllo Christoph Feichtenhofer Michael Auli David Grangier 3DH 50 173 0 21 Jan 2019
Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events Danilo Comminiello Marco Lella Simone Scardapane A. Uncini 3DPC 34 58 0 17 Dec 2018
Speech recognition with quaternion neural networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès R. Mori 10 14 0 21 Nov 2018
DSFD: Dual Shot Face Detector Jian Li Yabiao Wang Changan Wang Ying Tai J. Qian Jian Yang Chengjie Wang Jilin Li Feiyue Huang CVBM 59 410 0 24 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 961 93,936 0 11 Oct 2018
Quaternion Recurrent Neural Networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès C. Trabelsi R. Mori Yoshua Bengio 26 130 0 12 Jun 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 170 3,433 0 09 Mar 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 72 866 0 23 Feb 2018
Deep Quaternion Networks Chase J. Gaudet Anthony Maida 46 162 0 13 Dec 2017
A Survey of Model Compression and Acceleration for Deep Neural Networks Yu Cheng Duo Wang Pan Zhou Zhang Tao 59 1,094 0 23 Oct 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 132 1,262 0 05 Oct 2017
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 96 2,407 0 22 Aug 2017
Deep Complex Networks C. Trabelsi O. Bilaniuk Ying Zhang Dmitriy Serdyuk Sandeep Subramanian J. F. Santos Soroush Mehri Negar Rostamzadeh Yoshua Bengio C. Pal 126 829 0 27 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.1K 20,747 0 17 Apr 2017
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 170 3,687 0 31 Aug 2016
Faster CNNs with Direct Sparse Convolutions and Guided Pruning Jongsoo Park Sheng Li W. Wen P. T. P. Tang Hai Helen Li Yiran Chen Pradeep Dubey 56 183 0 04 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 247 6,628 0 08 Jun 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 943 99,991 0 04 Sep 2014