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Surbhi Goel

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

* Changed title, included new results

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Eigenvalue Decay Implies Polynomial-Time Learnability for Neural Networks

Aug 11, 2017
Surbhi Goel, Adam Klivans

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