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Surbhi Goel

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Approximation Schemes for ReLU Regression

May 26, 2020
Ilias Diakonikolas, Surbhi Goel, Sushrut Karmalkar, Adam R. Klivans, Mahdi Soltanolkotabi

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Efficiently Learning Adversarially Robust Halfspaces with Noise

May 15, 2020
Omar Montasser, Surbhi Goel, Ilias Diakonikolas, Nathan Srebro

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Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals

Nov 04, 2019
Surbhi Goel, Sushrut Karmalkar, Adam Klivans

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Learning Restricted Boltzmann Machines with Arbitrary External Fields

Jun 15, 2019
Surbhi Goel

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Disentangling Mixtures of Epidemics on Graphs

Jun 14, 2019
Jessica Hoffmann, Soumya Basu, Surbhi Goel, Constantine Caramanis

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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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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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