Porcupine Neural Networks: (Almost) All Local Optima are Global

5 October 2017

Papers citing "Porcupine Neural Networks: (Almost) All Local Optima are Global"

6 / 6 papers shown

Title
Theoretical insights into the optimization landscape of over-parameterized shallow neural networks Mahdi Soltanolkotabi Adel Javanmard Jason D. Lee 103 417 0 16 Jul 2017
Recovery Guarantees for One-hidden-layer Neural Networks Kai Zhong Zhao Song Prateek Jain Peter L. Bartlett Inderjit S. Dhillon MLT 103 336 0 10 Jun 2017
On the ability of neural nets to express distributions Holden Lee Rong Ge Tengyu Ma Andrej Risteski Sanjeev Arora BDL 58 84 0 22 Feb 2017
Why Deep Neural Networks for Function Approximation? Shiyu Liang R. Srikant 59 383 0 13 Oct 2016
Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy? Raja Giryes Guillermo Sapiro A. Bronstein 72 187 0 30 Apr 2015
Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression Sham Kakade Adam Tauman Kalai Varun Kanade Ohad Shamir 120 180 0 11 Apr 2011