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Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise


Jan 14, 2021
Spencer Frei, Yuan Cao, Quanquan Gu

* 29 pages, 9 figures 

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Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins


Oct 01, 2020
Spencer Frei, Yuan Cao, Quanquan Gu

* 24 pages, 1 table 

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Agnostic Learning of a Single Neuron with Gradient Descent


Jun 11, 2020
Spencer Frei, Yuan Cao, Quanquan Gu

* 28 pages, 3 tables 

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Algorithm-Dependent Generalization Bounds for Overparameterized Deep Residual Networks


Oct 07, 2019
Spencer Frei, Yuan Cao, Quanquan Gu

* 37 pages. In NeurIPS 2019 

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