Global Optimality in Tensor Factorization, Deep Learning, and Beyond

24 June 2015

Papers citing "Global Optimality in Tensor Factorization, Deep Learning, and Beyond"

33 / 83 papers shown

Title
On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization Sanjeev Arora Nadav Cohen Elad Hazan 129 488 0 19 Feb 2018
Understanding the Loss Surface of Neural Networks for Binary Classification Shiyu Liang Ruoyu Sun Yixuan Li R. Srikant 95 88 0 19 Feb 2018
Robust Kronecker Component Analysis Mehdi Bahri Yannis Panagakis Stefanos Zafeiriou 83 29 0 18 Jan 2018
Spurious Local Minima are Common in Two-Layer ReLU Neural Networks Itay Safran Ohad Shamir 186 265 0 24 Dec 2017
Mathematics of Deep Learning René Vidal Joan Bruna Raja Giryes Stefano Soatto OOD 65 120 0 13 Dec 2017
Gradient Descent Learns One-hidden-layer CNN: Don't be Afraid of Spurious Local Minima S. Du Jason D. Lee Yuandong Tian Barnabás Póczós Aarti Singh MLT 160 236 0 03 Dec 2017
Optimization Landscape and Expressivity of Deep CNNs Quynh N. Nguyen Matthias Hein 101 29 0 30 Oct 2017
Dropout as a Low-Rank Regularizer for Matrix Factorization Jacopo Cavazza Pietro Morerio B. Haeffele Connor Lane Vittorio Murino René Vidal 126 42 0 13 Oct 2017
When is a Convolutional Filter Easy To Learn? S. Du Jason D. Lee Yuandong Tian MLT 62 130 0 18 Sep 2017
Newton-Type Methods for Non-Convex Optimization Under Inexact Hessian Information Peng Xu Farbod Roosta-Khorasani Michael W. Mahoney 131 214 0 23 Aug 2017
Learning Sparse Representations in Reinforcement Learning with Sparse Coding Lei Le Raksha Kumaraswamy Martha White OffRL SSL 60 25 0 26 Jul 2017
Tensor Regression Networks Jean Kossaifi Zachary Chase Lipton Arinbjorn Kolbeinsson Aran Khanna Tommaso Furlanello Anima Anandkumar 3DV 114 148 0 26 Jul 2017
Theoretical insights into the optimization landscape of over-parameterized shallow neural networks Mahdi Soltanolkotabi Adel Javanmard Jason D. Lee 201 423 0 16 Jul 2017
Reexamining Low Rank Matrix Factorization for Trace Norm Regularization C. Ciliberto Dimitris Stamos Massimiliano Pontil 102 10 0 27 Jun 2017
Recovery Guarantees for One-hidden-layer Neural Networks Kai Zhong Zhao Song Prateek Jain Peter L. Bartlett Inderjit S. Dhillon MLT 186 337 0 10 Jun 2017
The loss surface of deep and wide neural networks Quynh N. Nguyen Matthias Hein ODL 188 285 0 26 Apr 2017
Deep Relaxation: partial differential equations for optimizing deep neural networks Pratik Chaudhari Adam M. Oberman Stanley Osher Stefano Soatto G. Carlier 163 154 0 17 Apr 2017
Robust Kronecker-Decomposable Component Analysis for Low-Rank Modeling Mehdi Bahri Yannis Panagakis Stefanos Zafeiriou 74 14 0 22 Mar 2017
Curriculum Dropout Pietro Morerio Jacopo Cavazza Riccardo Volpi René Vidal Vittorio Murino ODL 140 106 0 18 Mar 2017
Depth Creates No Bad Local Minima Haihao Lu Kenji Kawaguchi ODL FAtt 102 121 0 27 Feb 2017
Globally Optimal Gradient Descent for a ConvNet with Gaussian Inputs Alon Brutzkus Amir Globerson MLT 182 313 0 26 Feb 2017
How ConvNets model Non-linear Transformations Dipan K. Pal Marios Savvides 102 0 0 24 Feb 2017
Entropy-SGD: Biasing Gradient Descent Into Wide Valleys Pratik Chaudhari A. Choromańska Stefano Soatto Yann LeCun Carlo Baldassi C. Borgs J. Chayes Levent Sagun R. Zecchina ODL 108 775 0 06 Nov 2016
Understanding Deep Neural Networks with Rectified Linear Units R. Arora A. Basu Poorya Mianjy Anirbit Mukherjee PINN 206 644 0 04 Nov 2016
Globally Optimal Training of Generalized Polynomial Neural Networks with Nonlinear Spectral Methods A. Gautier Quynh N. Nguyen Matthias Hein 131 32 0 28 Oct 2016
Master's Thesis : Deep Learning for Visual Recognition Rémi Cadène Nicolas Thome Matthieu Cord 119 4 0 18 Oct 2016
Convexified Convolutional Neural Networks Yuchen Zhang Percy Liang Martin J. Wainwright 168 65 0 04 Sep 2016
No bad local minima: Data independent training error guarantees for multilayer neural networks Daniel Soudry Y. Carmon 214 236 0 26 May 2016
Robust Large Margin Deep Neural Networks Jure Sokolić Raja Giryes Guillermo Sapiro M. Rodrigues 86 309 0 26 May 2016
Unconstrained Still/Video-Based Face Verification with Deep Convolutional Neural Networks Jun-Cheng Chen Rajeev Ranjan Swami Sankaranarayanan Amit Kumar Ching-Hui Chen Vishal M. Patel Carlos D. Castillo Rama Chellappa CVBM 100 97 0 09 May 2016
On the energy landscape of deep networks Pratik Chaudhari Stefano Soatto ODL 92 27 0 20 Nov 2015
On the Quality of the Initial Basin in Overspecified Neural Networks Itay Safran Ohad Shamir 99 127 0 13 Nov 2015
On the Expressive Power of Deep Learning: A Tensor Analysis Nadav Cohen Or Sharir Amnon Shashua 91 472 0 16 Sep 2015