The Polynomial Method is Universal for Distribution-Free Correlational
SQ Learning

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The Polynomial Method is Universal for Distribution-Free Correlational SQ Learning

22 October 2020

Aravind Gollakota

Sushrut Karmalkar

Adam R. Klivans

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Papers citing "The Polynomial Method is Universal for Distribution-Free Correlational SQ Learning"

14 / 14 papers shown

Title
The Optimality of Polynomial Regression for Agnostic Learning under Gaussian Marginals Ilias Diakonikolas D. Kane Thanasis Pittas Nikos Zarifis 43 50 0 08 Feb 2021
When Hardness of Approximation Meets Hardness of Learning Eran Malach Shai Shalev-Shwartz 52 9 0 18 Aug 2020
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 69 66 0 22 Jun 2020
Statistical Queries and Statistical Algorithms: Foundations and Applications L. Reyzin 33 28 0 01 Apr 2020
Approximate is Good Enough: Probabilistic Variants of Dimensional and Margin Complexity Pritish Kamath Omar Montasser Nathan Srebro 48 29 0 09 Mar 2020
Failures of Gradient-Based Deep Learning Shai Shalev-Shwartz Ohad Shamir Shaked Shammah ODL UQCV 121 201 0 23 Mar 2017
Distribution-Specific Hardness of Learning Neural Networks Ohad Shamir 89 117 0 05 Sep 2016
A General Characterization of the Statistical Query Complexity Vitaly Feldman 76 53 0 07 Aug 2016
Complexity Theoretic Limitations on Learning Halfspaces Amit Daniely 135 141 0 21 May 2015
Approximate resilience, monotonicity, and the complexity of agnostic learning Dana Dachman-Soled Vitaly Feldman Li-Yang Tan Andrew Wan K. Wimmer 67 31 0 21 May 2014
Complexity theoretic limitations on learning DNF's Amit Daniely Shai Shalev-Shwartz 97 112 0 13 Apr 2014
From average case complexity to improper learning complexity Amit Daniely N. Linial Shai Shalev-Shwartz 144 120 0 10 Nov 2013
A Complete Characterization of Statistical Query Learning with Applications to Evolvability Vitaly Feldman 110 77 0 16 Feb 2010