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Statistical-Query Lower Bounds via Functional Gradients

29 June 2020

Papers citing "Statistical-Query Lower Bounds via Functional Gradients"

20 / 20 papers shown

Title
Near-Optimal SQ Lower Bounds for Agnostically Learning Halfspaces and ReLUs under Gaussian Marginals Ilias Diakonikolas D. Kane Nikos Zarifis 66 66 0 29 Jun 2020
Algorithms and SQ Lower Bounds for PAC Learning One-Hidden-Layer ReLU Networks Ilias Diakonikolas D. Kane Vasilis Kontonis Nikos Zarifis 67 66 0 22 Jun 2020
Superpolynomial Lower Bounds for Learning One-Layer Neural Networks using Gradient Descent Surbhi Goel Aravind Gollakota Zhihan Jin Sushrut Karmalkar Adam R. Klivans MLT ODL 67 72 0 22 Jun 2020
Agnostic Learning of a Single Neuron with Gradient Descent Spencer Frei Yuan Cao Quanquan Gu MLT 57 60 0 29 May 2020
Approximation Schemes for ReLU Regression Ilias Diakonikolas Surbhi Goel Sushrut Karmalkar Adam R. Klivans Mahdi Soltanolkotabi 65 51 0 26 May 2020
Learning a Single Neuron with Gradient Methods Gilad Yehudai Ohad Shamir MLT 61 64 0 15 Jan 2020
Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals Surbhi Goel Sushrut Karmalkar Adam R. Klivans 68 53 0 04 Nov 2019
Introduction to Online Convex Optimization Elad Hazan OffRL 191 1,940 0 07 Sep 2019
Effect of Activation Functions on the Training of Overparametrized Neural Nets A. Panigrahi Abhishek Shetty Navin Goyal 45 21 0 16 Aug 2019
On the Power and Limitations of Random Features for Understanding Neural Networks Gilad Yehudai Ohad Shamir MLT 118 182 0 01 Apr 2019
Gradient Descent for One-Hidden-Layer Neural Networks: Polynomial Convergence and SQ Lower Bounds Santosh Vempala John Wilmes MLT 87 51 0 07 May 2018
On the Complexity of Learning Neural Networks Le Song Santosh Vempala John Wilmes Bo Xie 39 59 0 14 Jul 2017
Reliably Learning the ReLU in Polynomial Time Surbhi Goel Varun Kanade Adam R. Klivans J. Thaler 78 127 0 30 Nov 2016
Statistical Query Lower Bounds for Robust Estimation of High-dimensional Gaussians and Gaussian Mixtures Ilias Diakonikolas D. Kane Alistair Stewart 83 233 0 10 Nov 2016
Online Gradient Boosting A. Beygelzimer Elad Hazan Satyen Kale Haipeng Luo 62 60 0 16 Jun 2015
Breaking the Curse of Dimensionality with Convex Neural Networks Francis R. Bach 194 706 0 30 Dec 2014
On the Computational Efficiency of Training Neural Networks Roi Livni Shai Shalev-Shwartz Ohad Shamir 146 480 0 05 Oct 2014
Privately Releasing Conjunctions and the Statistical Query Barrier Anupam Gupta Moritz Hardt Aaron Roth Jonathan R. Ullman 132 148 0 04 Nov 2010
A Complete Characterization of Statistical Query Learning with Applications to Evolvability Vitaly Feldman 110 77 0 16 Feb 2010
Distribution-Specific Agnostic Boosting Vitaly Feldman FedML 122 50 0 16 Sep 2009