Tensorizing Neural Networks

22 September 2015

Dmitry Vetrov

Papers citing "Tensorizing Neural Networks"

46 / 146 papers shown

Title
Compressing Recurrent Neural Networks with Tensor Ring for Action Recognition Yu Pan Jing Xu Maolin Wang Jinmian Ye Fei Wang Kun Bai Zenglin Xu MQ 18 104 0 19 Nov 2018
SNIP: Single-shot Network Pruning based on Connection Sensitivity Namhoon Lee Thalaiyasingam Ajanthan Philip Torr VLM 42 1,172 0 04 Oct 2018
Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion Longhao Yuan Chong Li Danilo P. Mandic Jianting Cao Qibin Zhao 14 171 0 07 Sep 2018
Multi-variable LSTM neural network for autoregressive exogenous model Tian Guo Tao R. Lin BDL AI4TS 43 19 0 17 Jun 2018
From probabilistic graphical models to generalized tensor networks for supervised learning I. Glasser Nicola Pancotti J. I. Cirac AI4CE 69 75 0 15 Jun 2018
Tensorial Neural Networks: Generalization of Neural Networks and Application to Model Compression Jiahao Su Jingling Li Bobby Bhattacharjee Furong Huang 16 20 0 25 May 2018
Rank Minimization on Tensor Ring: A New Paradigm in Scalable Tensor Decomposition and Completion Longhao Yuan Chong Li Danilo P. Mandic Jianting Cao Qibin Zhao 10 10 0 22 May 2018
A Support Tensor Train Machine Cong Chen Kim Batselier Ching-Yun Ko Ngai Wong 32 22 0 17 Apr 2018
A Compact Network Learning Model for Distribution Regression C. Kou H. Lee Teck Khim Ng 18 10 0 13 Apr 2018
High-dimension Tensor Completion via Gradient-based Optimization Under Tensor-train Format Longhao Yuan Qibin Zhao Lihua Gui Jianting Cao ViT 18 55 0 05 Apr 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 29 874 0 03 Mar 2018
Wide Compression: Tensor Ring Nets Wenqi Wang Yifan Sun Brian Eriksson Wenlin Wang Vaneet Aggarwal 13 168 0 25 Feb 2018
Loss-aware Weight Quantization of Deep Networks Lu Hou James T. Kwok MQ 35 127 0 23 Feb 2018
Learning Relevant Features of Data with Multi-scale Tensor Networks Tayssir Doghri 25 137 0 31 Dec 2017
Learning Compact Recurrent Neural Networks with Block-Term Tensor Decomposition Jinmian Ye Linnan Wang Guangxi Li Di Chen Shandian Zhe Xinqi Chu Zenglin Xu 29 132 0 14 Dec 2017
Tensor Train Neighborhood Preserving Embedding Wenqi Wang Vaneet Aggarwal Shuchin Aeron 24 31 0 03 Dec 2017
Deep Expander Networks: Efficient Deep Networks from Graph Theory Ameya Prabhu G. Varma A. Namboodiri GNN 30 71 0 23 Nov 2017
Wider and Deeper, Cheaper and Faster: Tensorized LSTMs for Sequence Learning Zhen He Shaobing Gao Liang Xiao Daxue Liu Hangen He David Barber AIMat 37 64 0 05 Nov 2017
Towards Effective Low-bitwidth Convolutional Neural Networks Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 33 231 0 01 Nov 2017
Scalable Gaussian Processes with Billions of Inducing Inputs via Tensor Train Decomposition Pavel Izmailov Alexander Novikov D. Kropotov 28 61 0 19 Oct 2017
Unsupervised Generative Modeling Using Matrix Product States Zhaoyu Han Jun Wang H. Fan Lei Wang Pan Zhang 24 268 0 06 Sep 2017
Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives A. Cichocki Anh-Huy Phan Qibin Zhao Namgil Lee Ivan Oseledets Masashi Sugiyama Danilo P. Mandic 28 296 0 30 Aug 2017
Tensor Regression Networks Jean Kossaifi Zachary Chase Lipton Arinbjorn Kolbeinsson Aran Khanna Tommaso Furlanello Anima Anandkumar 3DV 43 145 0 26 Jul 2017
Efficient Low Rank Tensor Ring Completion Wenqi Wang Vaneet Aggarwal Shuchin Aeron 24 178 0 23 Jul 2017
Tensor-Train Recurrent Neural Networks for Video Classification Yinchong Yang Denis Krompass Volker Tresp 33 241 0 06 Jul 2017
Compressing Recurrent Neural Network with Tensor Train Andros Tjandra S. Sakti Satoshi Nakamura 31 109 0 23 May 2017
Towards thinner convolutional neural networks through Gradually Global Pruning Z. Wang Ce Zhu Zhiqiang Xia Qi Guo Yipeng Liu CVBM 22 4 0 29 Mar 2017
Sharing Residual Units Through Collective Tensor Factorization in Deep Neural Networks Yunpeng Chen Xiaojie Jin Bingyi Kang Jiashi Feng Shuicheng Yan 30 37 0 07 Mar 2017
In Teacher We Trust: Learning Compressed Models for Pedestrian Detection Jonathan Shen Noranart Vesdapunt Vishnu Boddeti Kris Kitani 19 29 0 01 Dec 2016
Training Sparse Neural Networks Suraj Srinivas Akshayvarun Subramanya R. Venkatesh Babu 21 204 0 21 Nov 2016
Ultimate tensorization: compressing convolutional and FC layers alike T. Garipov D. Podoprikhin Alexander Novikov Dmitry Vetrov 39 190 0 10 Nov 2016
Doubly Convolutional Neural Networks Shuangfei Zhai Yu Cheng Weining Lu Zhongfei Zhang OOD 3DV 14 63 0 30 Oct 2016
Deep Model Compression: Distilling Knowledge from Noisy Teachers Bharat Bhusan Sau V. Balasubramanian 18 181 0 30 Oct 2016
TensorLy: Tensor Learning in Python Jean Kossaifi Yannis Panagakis Anima Anandkumar M. Pantic 29 351 0 29 Oct 2016
Random Feature Expansions for Deep Gaussian Processes Kurt Cutajar Edwin V. Bonilla Pietro Michiardi Maurizio Filippone BDL 14 143 0 14 Oct 2016
Tensor Computation: A New Framework for High-Dimensional Problems in EDA Zheng-Wei Zhang Kim Batselier Haotian Liu Luca Daniel Ngai Wong 32 38 0 13 Oct 2016
Concatenated image completion via tensor augmentation and completion Johann A. Bengua H. Tuan H. N. Phien Minh Do ViT 18 15 0 14 Jul 2016
Deep Multi-task Representation Learning: A Tensor Factorisation Approach Yongxin Yang Timothy M. Hospedales 22 255 0 20 May 2016
Supervised Learning with Quantum-Inspired Tensor Networks E. Stoudenmire D. Schwab SSL 32 163 0 18 May 2016
Convolutional Neural Networks using Logarithmic Data Representation Daisuke Miyashita Edward H. Lee B. Murmann MQ 24 425 0 03 Mar 2016
Compression of Deep Convolutional Neural Networks for Fast and Low Power Mobile Applications Yong-Deok Kim Eunhyeok Park S. Yoo Taelim Choi Lu Yang Dongjun Shin 23 892 0 20 Nov 2015
Convolutional neural networks with low-rank regularization Cheng Tai Tong Xiao Yi Zhang Xiaogang Wang E. Weinan BDL 28 460 0 19 Nov 2015
ACDC: A Structured Efficient Linear Layer Marcin Moczulski Misha Denil J. Appleyard Nando de Freitas 32 98 0 18 Nov 2015
Deep SimNets Nadav Cohen Or Sharir Amnon Shashua 32 46 0 09 Jun 2015
Fast ConvNets Using Group-wise Brain Damage V. Lebedev Victor Lempitsky AAML 44 447 0 08 Jun 2015
MatConvNet - Convolutional Neural Networks for MATLAB Andrea Vedaldi Karel Lenc 183 2,946 0 15 Dec 2014