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Learning Two layer Networks with Multinomial Activation and High Thresholds


Mar 21, 2019
Surbhi Goel, Rina Panigrahy

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Quantifying Perceptual Distortion of Adversarial Examples


Feb 21, 2019
Matt Jordan, Naren Manoj, Surbhi Goel, Alexandros G. Dimakis

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* 18 pages, codebase/framework available at https://github.com/revbucket/mister_ed 

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Learning Ising Models with Independent Failures


Feb 13, 2019
Surbhi Goel, Daniel M. Kane, Adam R. Klivans

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Improved Learning of One-hidden-layer Convolutional Neural Networks with Overlaps


Jun 01, 2018
Simon S. Du, Surbhi Goel

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Learning Neural Networks with Two Nonlinear Layers in Polynomial Time


Apr 20, 2018
Surbhi Goel, Adam Klivans

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* Changed title, included new results 

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Learning One Convolutional Layer with Overlapping Patches


Feb 07, 2018
Surbhi Goel, Adam Klivans, Raghu Meka

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Eigenvalue Decay Implies Polynomial-Time Learnability for Neural Networks


Aug 11, 2017
Surbhi Goel, Adam Klivans

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Reliably Learning the ReLU in Polynomial Time


Nov 30, 2016
Surbhi Goel, Varun Kanade, Adam Klivans, Justin Thaler

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