Exploiting Low-Rank Tensor-Train Deep Neural Networks Based on Riemannian Gradient Descent With Illustrations of Speech Processing

11 March 2022

Papers citing "Exploiting Low-Rank Tensor-Train Deep Neural Networks Based on Riemannian Gradient Descent With Illustrations of Speech Processing"

28 / 28 papers shown

Title
Exploiting Hybrid Models of Tensor-Train Networks for Spoken Command Recognition Jun Qi Javier Tejedor 55 4 0 11 Jan 2022
Classical-to-Quantum Transfer Learning for Spoken Command Recognition Based on Quantum Neural Networks Jun Qi Javier Tejedor 74 43 0 17 Oct 2021
Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Chao-Han Huck Yang Jun Qi Samuel Yen-Chi Chen Pin-Yu Chen Sabato Marco Siniscalchi Xiaoli Ma Chin-Hui Lee FedML 89 128 0 26 Oct 2020
On Mean Absolute Error for Deep Neural Network Based Vector-to-Vector Regression Jun Qi Jun Du Sabato Marco Siniscalchi Xiaoli Ma Chin-Hui Lee 45 226 0 12 Aug 2020
Analyzing Upper Bounds on Mean Absolute Errors for Deep Neural Network Based Vector-to-Vector Regression Jun Qi Jun Du Sabato Marco Siniscalchi Xiaoli Ma Chin-Hui Lee 90 42 0 04 Aug 2020
Exploring Deep Hybrid Tensor-to-Vector Network Architectures for Regression Based Speech Enhancement Jun Qi Hu Hu Yannan Wang Chao-Han Huck Yang Sabato Marco Siniscalchi Chin-Hui Lee 137 11 0 25 Jul 2020
Tensor Decompositions in Deep Learning D. Bacciu Danilo P. Mandic 42 14 0 26 Feb 2020
Proving the Lottery Ticket Hypothesis: Pruning is All You Need Eran Malach Gilad Yehudai Shai Shalev-Shwartz Ohad Shamir 107 276 0 03 Feb 2020
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 38 1,474 0 11 Oct 2018
A neural attention model for speech command recognition Douglas Coimbra de Andrade Sabato Leo M. Viana Christoph Bernkopf 45 145 0 27 Aug 2018
How Does Batch Normalization Help Optimization? Shibani Santurkar Dimitris Tsipras Andrew Ilyas Aleksander Madry ODL 105 1,544 0 29 May 2018
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels Zhilu Zhang M. Sabuncu NoLa 85 2,610 0 20 May 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 97 1,626 0 09 Apr 2018
Introduction to Tensor Decompositions and their Applications in Machine Learning Stephan Rabanser Oleksandr Shchur Stephan Günnemann AI4CE 43 207 0 29 Nov 2017
Long-term Forecasting using Higher Order Tensor RNNs Rose Yu Stephan Zheng Anima Anandkumar Yisong Yue AI4TS 58 133 0 31 Oct 2017
Listening to the World Improves Speech Command Recognition B. McMahan D. Rao 98 38 0 23 Oct 2017
Scalable Gaussian Processes with Billions of Inducing Inputs via Tensor Train Decomposition Pavel Izmailov Alexander Novikov D. Kropotov 62 62 0 19 Oct 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 197 1,281 0 05 Oct 2017
Tensor-Train Recurrent Neural Networks for Video Classification Yinchong Yang Denis Krompass Volker Tresp 68 243 0 06 Jul 2017
Ultimate tensorization: compressing convolutional and FC layers alike T. Garipov D. Podoprikhin Alexander Novikov Dmitry Vetrov 68 191 0 10 Nov 2016
Tensor Decomposition for Signal Processing and Machine Learning N. Sidiropoulos L. De Lathauwer Xiao Fu Kejun Huang Evangelos E. Papalexakis Christos Faloutsos 162 1,360 0 06 Jul 2016
Riemannian SVRG: Fast Stochastic Optimization on Riemannian Manifolds Hongyi Zhang Sashank J. Reddi S. Sra 102 241 0 23 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Tensorizing Neural Networks Alexander Novikov D. Podoprikhin A. Osokin Dmitry Vetrov 117 883 0 22 Sep 2015
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 413 7,969 0 17 Aug 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,312 0 22 Dec 2014
Generalized Max Pooling Naila Murray Florent Perronnin 93 205 0 02 Jun 2014
Stochastic gradient descent on Riemannian manifolds Silvere Bonnabel 117 593 0 22 Nov 2011