On the Expressive Power of Deep Learning: A Tensor Analysis

16 September 2015

Papers citing "On the Expressive Power of Deep Learning: A Tensor Analysis"

50 / 246 papers shown

Title
Efficient Deep Learning of GMMs S. Jalali C. Nuzman I. Saniee VLM 20 4 0 15 Feb 2019
PASTA: A Parallel Sparse Tensor Algorithm Benchmark Suite Jiajia Li Yuchen Ma Xiaolong Wu Ang Li Kevin J. Barker 25 18 0 08 Feb 2019
A Generalized Language Model in Tensor Space Lipeng Zhang Peng Zhang Xindian Ma Shuqin Gu Zhan Su D. Song 19 16 0 31 Jan 2019
Generalized Tensor Models for Recurrent Neural Networks Valentin Khrulkov Oleksii Hrinchuk Ivan Oseledets GNN 27 25 0 30 Jan 2019
TGAN: Deep Tensor Generative Adversarial Nets for Large Image Generation Zihan Ding Xiao-Yang Liu Miao Yin L. Kong GAN 23 27 0 28 Jan 2019
Deep Neural Network Approximation Theory Dennis Elbrächter Dmytro Perekrestenko Philipp Grohs Helmut Bölcskei 16 207 0 08 Jan 2019
Deep learning for pedestrians: backpropagation in CNNs L. Boué 3DV PINN 18 4 0 29 Nov 2018
Convolutional Neural Networks with Transformed Input based on Robust Tensor Network Decomposition Jenn-Bing Ong W. Ng C.-C. Jay Kuo AAML 27 0 0 20 Nov 2018
Learning with tree-based tensor formats Erwan Grelier A. Nouy M. Chevreuil 9 23 0 11 Nov 2018
Radius-margin bounds for deep neural networks Mayank Sharma Jayadeva Jayadeva Sumit Soman AAML 11 1 0 03 Nov 2018
Convergence of the Deep BSDE Method for Coupled FBSDEs Jiequn Han Jihao Long 13 156 0 03 Nov 2018
Scalable End-to-End Autonomous Vehicle Testing via Rare-event Simulation Matthew O'Kelly Aman Sinha Hongseok Namkoong John C. Duchi Russ Tedrake 11 213 0 31 Oct 2018
BCR-Net: a neural network based on the nonstandard wavelet form Yuwei Fan Cindy Orozco Bohorquez Lexing Ying 15 47 0 20 Oct 2018
Adaptivity of deep ReLU network for learning in Besov and mixed smooth Besov spaces: optimal rate and curse of dimensionality Taiji Suzuki 14 242 0 18 Oct 2018
Interpretable Convolutional Neural Networks via Feedforward Design C.-C. Jay Kuo Min Zhang Siyang Li Jiali Duan Yueru Chen 33 155 0 05 Oct 2018
Deep, Skinny Neural Networks are not Universal Approximators Jesse Johnson 11 65 0 30 Sep 2018
Equivalence of approximation by convolutional neural networks and fully-connected networks P. Petersen Felix Voigtländer 20 78 0 04 Sep 2018
A Quantum Many-body Wave Function Inspired Language Modeling Approach Peng Zhang Zhan Su Lipeng Zhang Benyou Wang D. Song 19 43 0 28 Aug 2018
Wide Activation for Efficient and Accurate Image Super-Resolution Jiahui Yu Yuchen Fan Jianchao Yang N. Xu Zhaowen Wang Xinchao Wang Thomas Huang SupR 19 355 0 27 Aug 2018
Universal Approximation with Quadratic Deep Networks Fenglei Fan Jinjun Xiong Ge Wang PINN 36 78 0 31 Jul 2018
On decision regions of narrow deep neural networks H. Beise S. Cruz Udo Schröder MLT 16 16 0 03 Jul 2018
ResNet with one-neuron hidden layers is a Universal Approximator Hongzhou Lin Stefanie Jegelka 41 227 0 28 Jun 2018
Como funciona o Deep Learning M. Ponti G. B. P. D. Costa 31 13 0 20 Jun 2018
Learning One-hidden-layer ReLU Networks via Gradient Descent Xiao Zhang Yaodong Yu Lingxiao Wang Quanquan Gu MLT 28 134 0 20 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
Implicit regularization and solution uniqueness in over-parameterized matrix sensing Kelly Geyer Anastasios Kyrillidis A. Kalev 27 4 0 06 Jun 2018
Butterfly-Net: Optimal Function Representation Based on Convolutional Neural Networks Yingzhou Li Xiuyuan Cheng Jianfeng Lu 21 23 0 18 May 2018
Mad Max: Affine Spline Insights into Deep Learning Randall Balestriero Richard Baraniuk AI4CE 31 78 0 17 May 2018
End-to-end Learning of a Convolutional Neural Network via Deep Tensor Decomposition Samet Oymak Mahdi Soltanolkotabi 21 12 0 16 May 2018
Large Field and High Resolution: Detecting Needle in Haystack H. Gorodissky Daniel Harari S. Ullman 11 1 0 10 Apr 2018
Towards Quantum Machine Learning with Tensor Networks W. Huggins P. Patil K. B. Whaley E. Stoudenmire 25 341 0 30 Mar 2018
Quantum Entanglement in Deep Learning Architectures Yoav Levine Or Sharir Nadav Cohen Amnon Shashua 42 182 0 26 Mar 2018
A high-bias, low-variance introduction to Machine Learning for physicists Pankaj Mehta Marin Bukov Ching-Hao Wang A. G. Day C. Richardson Charles K. Fisher D. Schwab AI4CE 24 866 0 23 Mar 2018
Neural Networks Should Be Wide Enough to Learn Disconnected Decision Regions Quynh N. Nguyen Mahesh Chandra Mukkamala Matthias Hein MLT 19 54 0 28 Feb 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 33 702 0 26 Feb 2018
Wide Compression: Tensor Ring Nets Wenqi Wang Yifan Sun Brian Eriksson Wenlin Wang Vaneet Aggarwal 13 168 0 25 Feb 2018
Spurious Valleys in Two-layer Neural Network Optimization Landscapes Luca Venturi Afonso S. Bandeira Joan Bruna 32 74 0 18 Feb 2018
On the Blindspots of Convolutional Networks Elad Hoffer Shai Fine Daniel Soudry BDL 19 4 0 14 Feb 2018
Information Scaling Law of Deep Neural Networks Xiao-Yang Liu 33 0 0 13 Feb 2018
Learning Relevant Features of Data with Multi-scale Tensor Networks Tayssir Doghri 25 137 0 31 Dec 2017
A Deep Learning Interpretable Classifier for Diabetic Retinopathy Disease Grading J. D. L. Torre A. Valls D. Puig 14 162 0 21 Dec 2017
BT-Nets: Simplifying Deep Neural Networks via Block Term Decomposition Guangxi Li Jinmian Ye Haiqin Yang Di Chen Shuicheng Yan Zenglin Xu 22 11 0 15 Dec 2017
Provably efficient neural network representation for image classification Yichen Huang 27 4 0 13 Nov 2017
Learning Non-overlapping Convolutional Neural Networks with Multiple Kernels Kai Zhong Zhao Song Inderjit S. Dhillon 36 75 0 08 Nov 2017
Expressive power of recurrent neural networks Valentin Khrulkov Alexander Novikov Ivan Oseledets 21 112 0 02 Nov 2017
Long-term Forecasting using Higher Order Tensor RNNs Rose Yu Stephan Zheng Anima Anandkumar Yisong Yue AI4TS 27 132 0 31 Oct 2017
Tensor network language model V. Pestun Yiannis Vlassopoulos 23 36 0 27 Oct 2017
On the Long-Term Memory of Deep Recurrent Networks Yoav Levine Or Sharir Alon Ziv Amnon Shashua 15 24 0 25 Oct 2017
Machine Learning by Unitary Tensor Network of Hierarchical Tree Structure Ding Liu Shi-Ju Ran P. Wittek C. Peng R. García G. Su M. Lewenstein 14 131 0 13 Oct 2017
Sum-Product-Quotient Networks Or Sharir Amnon Shashua TPM 26 13 0 12 Oct 2017