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The Convergence Rate of SGD's Final Iterate: Analysis on Dimension Dependence


Jun 28, 2021
Daogao Liu, Zhou Lu


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Curse of Dimensionality in Unconstrained Private Convex ERM


May 28, 2021
Daogao Liu, Zhou Lu


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Towards Certifying $\ell_\infty$ Robustness using Neural Networks with $\ell_\infty$-dist Neurons


Feb 10, 2021
Bohang Zhang, Tianle Cai, Zhou Lu, Di He, Liwei Wang


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A Note on the Representation Power of GHHs


Jan 27, 2021
Zhou Lu


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A Tight Lower Bound for Uniformly Stable Algorithms


Jan 24, 2021
Qinghua Liu, Zhou Lu


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A Note on John Simplex with Positive Dilation


Dec 07, 2020
Zhou Lu

* A short note on a technical problem. Not intended to publish 

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Boosting for Dynamical Systems


Jun 20, 2019
Naman Agarwal, Nataly Brukhim, Elad Hazan, Zhou Lu


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The Expressive Power of Neural Networks: A View from the Width


Nov 01, 2017
Zhou Lu, Hongming Pu, Feicheng Wang, Zhiqiang Hu, Liwei Wang

* accepted by NIPS 2017 ( with some typos fixed) 

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