On the Expressive Power of Deep Neural Networks

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On the Expressive Power of Deep Neural Networks

16 June 2016

Jon M. Kleinberg

Jascha Narain Sohl-Dickstein

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Papers citing "On the Expressive Power of Deep Neural Networks"

17 / 267 papers shown

Title
Universal Function Approximation by Deep Neural Nets with Bounded Width and ReLU Activations Boris Hanin 94 356 0 09 Aug 2017
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 168 1,832 0 16 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
Sharp Minima Can Generalize For Deep Nets Laurent Dinh Razvan Pascanu Samy Bengio Yoshua Bengio ODL 147 774 0 15 Mar 2017
On the Expressive Power of Overlapping Architectures of Deep Learning Or Sharir Amnon Shashua 102 10 0 06 Mar 2017
Mixing Complexity and its Applications to Neural Networks Michal Moshkovitz Naftali Tishby 58 11 0 02 Mar 2017
Deep Learning for Computational Chemistry Garrett B. Goh Nathan Oken Hodas Abhinav Vishnu AI4CE 97 681 0 17 Jan 2017
Maximum Entropy Flow Networks Gabriel Loaiza-Ganem Yuanjun Gao John P. Cunningham 82 27 0 12 Jan 2017
The Upper Bound on Knots in Neural Networks Kevin K. Chen 59 14 0 29 Nov 2016
Survey of Expressivity in Deep Neural Networks M. Raghu Ben Poole Jon M. Kleinberg Surya Ganguli Jascha Narain Sohl-Dickstein 69 15 0 24 Nov 2016
Understanding Deep Neural Networks with Rectified Linear Units R. Arora A. Basu Poorya Mianjy Anirbit Mukherjee PINN 227 644 0 04 Nov 2016
Deep Information Propagation S. Schoenholz Justin Gilmer Surya Ganguli Jascha Narain Sohl-Dickstein 104 371 0 04 Nov 2016
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 211 1,238 0 03 Oct 2016
A deep learning model for estimating story points Morakot Choetkiertikul Hoa Dam T. Tran Trang Pham A. Ghose Tim Menzies 72 173 0 02 Sep 2016
Why does deep and cheap learning work so well? Henry W. Lin Max Tegmark David Rolnick 133 610 0 29 Aug 2016
Exponential expressivity in deep neural networks through transient chaos Ben Poole Subhaneil Lahiri M. Raghu Jascha Narain Sohl-Dickstein Surya Ganguli 103 596 0 16 Jun 2016
Quantifying the probable approximation error of probabilistic inference programs Marco F. Cusumano-Towner Vikash K. Mansinghka 100 7 0 31 May 2016